{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Adversarial_examples_colab.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 2
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython2",
      "version": "2.7.15"
    },
    "kernelspec": {
      "display_name": "Python 2",
      "language": "python",
      "name": "python2"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mlelarge/dataflowr/blob/master/CEA_EDF_INRIA/Adversarial_examples_colab.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sy7vZ1EEA_vO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%matplotlib inline\n",
        "%load_ext autoreload\n",
        "%autoreload 2\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dyFAvLZNBGVy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 124
        },
        "outputId": "c977534e-d32e-46fe-acd5-d87df7bf71e5"
      },
      "source": [
        "## SETUP\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HxEPSSdsBS_9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "52acdb76-c267-4f78-c189-696a89bf6750"
      },
      "source": [
        "%cd /content/drive/My\\ Drive/CEA_EDF_INRIA_NLP\n",
        "!ls"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/My Drive/CEA_EDF_INRIA_NLP\n",
            "data  img  NLP-attention\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "keC0tnIFA_vd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import torch\n",
        "import torchvision.models as models\n",
        "from __future__ import division\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JtmcHZ1SA_vt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "8345a8f3-0a87-4d35-aaad-da7fd308b16c"
      },
      "source": [
        "net = models.vgg16(pretrained=True).eval()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/vgg16-397923af.pth\" to /root/.cache/torch/checkpoints/vgg16-397923af.pth\n",
            "100%|██████████| 553433881/553433881 [00:28<00:00, 19700815.16it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s292FlvjA_v5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import torchvision.transforms as transforms\n",
        "\n",
        "n_mean = [0.485, 0.456, 0.406]\n",
        "n_std = [0.229, 0.224, 0.225]\n",
        "normalize = transforms.Normalize(mean=n_mean,\n",
        "                                     std=n_std)\n",
        "\n",
        "t_std = torch.from_numpy(np.array(n_std, dtype=np.float32)).view(-1, 1, 1)\n",
        "t_mean = torch.from_numpy(np.array(n_mean, dtype=np.float32)).view(-1, 1, 1)\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.Resize(256),\n",
        "    transforms.CenterCrop(224),\n",
        "    transforms.ToTensor(),\n",
        "    normalize,\n",
        "])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iiEnR6e3A_wF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from PIL import Image"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R89PtPOIA_wR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "path = \"img/bmw_desert.jpeg\"\n",
        "x = transform(Image.open(path).convert(\"RGB\"))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uNy8vOyrA_we",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "00543dda-11b7-4ad3-8c7c-c79c3497c70f"
      },
      "source": [
        "lvls = [5, 10, 17, 24, 31]\n",
        "rs = np.random.RandomState(0)\n",
        "for lvl in lvls:\n",
        "    with torch.no_grad():\n",
        "        ft = net.features[:lvl](x.unsqueeze(0))\n",
        "    ft = ft[0].data.numpy()\n",
        "    ind = rs.choice(ft.shape[0], 3)\n",
        "    for idx in ind:\n",
        "        plt.matshow(ft[idx])"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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EEOEpimVdXMYR7EePgNhEWNPjdLdq+wAimtYSvncIp7GG/Yhcuun5ejiPxQIkzfdXajFc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\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VeRXr5v1FrKW2PWKj2pSt6ltEEKIsrA3R/IzaZlWhp29KGXh8IPVxOBdttlf4\nSYv7JSQkfAejPRgFMP82xLyadss/ZRXehnUAgMYx8W2UKlZZhLV3i/svlz6Fwq4xo2vpMmWqgkpz\npBNaqz1ES1DoUm7/ToZERmh7ZOrxK1Rhp2/otFQ51o2FLPiQFMxfiEWtSp+HJfYDaZXpFjNqIxqs\nFsxvUWbF84x2gDN5IBX1bbBKO5ueno+ElSAxioSEhFIsmVE456oAHgFwxHv/TufcTgB/AWAtgEcB\nvNd7H2kiuTiwihQaF/e9Wm/PtS7XoqbzV6sMo7pW1oC0gAUtzouUidgyAwqaifm8hvkOVNZKtFbl\nuWC0yMBimYShGJXnoWvuBjMbS8ZrnDPakBEV7Uqf5lmYnp/R3qaFAy7yOrXafb7V4YxvhLVJgYEb\nX1NgEquVqZmoUKW3F27q0lWP/gKAved9/w0Av+O9vxLAWQAfWIZjJCQkrCCWxCicc1sBvAPAfwbw\nISev7DcB+DHd5eMAfh3AR5dynHA85tyrV9tRH0D1NqncE+rzuWZrMVpQ1TcvGUn9hGbqWcuw3LUM\nzLSsGf3CiP5DoTt2xEcR8gFszYs9fM08BgtkYBasoiTjC9WTsT4Yi807CAOY8zd9X8JuVACzTKLF\nKFXwjTADlD6DRV6nBUMZQ41Robpez4hPjz4JPyn/PkIfG0Y9VvUDM5eGUfwugF/GvBrpWgDnvPe8\n44cBbFniMRISElYYi2YUzrl3AjjpvX/UOXfXIn5/D4B7AKDb9ZXsLaCFC5Yu8ib1M4uz+MEXQYWh\nSwVmDC6XQlYYrzULPR+FMNqMS0Q2fuFObS2j0C8jcl66H3UWaPlDRm0sk7Zsfia/JqZDEuufsVB1\ndBuloM+GvhZPBq3PKaN+9GFU162VcZTZ8ffcHuY1M9PyvVnK0uP1AN7lnHs7gG4AAwDuBbDaOVdT\nVrEVwJFmP/befwzAxwBgsLruEqumJiQkLASLflF4738VwK8CgDKKf+e9/3Hn3F8B+CFI5OP9AO5r\nacBlsmJLwnJlWLaa57DcUYjFwkQv5qsxZU0evO0l50UvfOzvZQhe/KlIHkRMwcz03Myo4MQakBZr\ncoImq/bADQwz1q/DYqGZrZHnIEQpmPEZ8lBkHlYjlveH1y/M/9RpAEBtq67+qbdxWvJS/PQMfEy9\nzOBi5FH8CsSxuR/is/iji3CMhISES4hlycz03n8FwFf0/18CcPuCB4moNi0rLlWP0Fgm5FLHXSIK\ntRYK+ihqmzQ/hfkGapHYJd6ZWgpaMlvFa/UPoj1kCa7hg6LXAjudmWhOiI6VMIkQxWCUTHUmGmW1\nEssFyyTUp5Bp9M72EI3lfQShyYgkAAAgAElEQVSfxiqpBWkoYwh6FGQYh4dL5xBDysxMSEgoRfvU\nelwAYY1m8ggKugERUM8gqGczenKxqjEvtWZkzNtOWAUwtUBBt0GjCdlZsWQ2A9BRySliack4CPoI\niNLrrNcrxPmXWH0bzf+wquh1E70o0W8IKtsaVWH0I/TNXeR8w7ga1WDNSqiKpf6EMtXAeEwGav24\n1DgFJsE8j+EmTGKhc1zyCAkJCf/i8W3BKAodpbhms4bbWFarmBXi3xerG/YlRsiA1LV9VNHI1oZY\ni8u+FfRhWL2FEsa25DV9tNq1RWbWap5Fi1EmW50aFM06TF6GjQaZ86D2KzuCsZYl9AUJmZJ6HCpV\nmUzZ8NxSn0Xnx85ljBIF5S2eB59/3b/l2pYmSIwiISGhFO3BKLwPysZNYdf8sfp9s194w4YaEZPr\nHvpbXLgfxrJhubqHkzmxX4PNUDW1I8506rIWt9pfkhm7xHmHzMHpvE/EdmVftJLXQnVESkDLW1BG\nY16GZW6RXqz0OYSog2Feth9MTE+isN1pVfNovqcofS7husZ8Nfr8VAcH4EZaizYmRpGQkFCK9mAU\nzgEdHXDMRKOeBOP5C1S8IkKcX9+8hbXnpVbRXiKTKKg9RywG18bBEgXm0dyHMZ+BGFmzl1gomydh\no1QFC1ypNd++VCwTY7M+gKBdGqpwtddoyITUTNB+YQissWDWI/uF2GiT1cWgz6nQYY4ZsiZj1Zke\no4X7VBKV81NThS50MSRGkZCQUIr2YBSAvNlo+WxceoHVd4Rd60bXnhbL5UtYbrgLMyFaQuogtmqx\nyxhDmS6FN525AmObaX6hL1pHrRajJbH+MIFJ2G7k6tvifjbaNK8mrgxKM1oLz5/tw8L+JFYrlc9p\nQ597e78rJn+IVbOsNo30q7HIZmaSZmZCQsLyoT0YhfdAoxG3XJc607HdmISiLA4+z5guvF/w1bB3\nqslYnd+xNfXpED2CMsKY76esqrbV45r9rDJYrIOZ7Q8TfD6dRrlKfSuNiC5JOD/TOSwzVZ0FmOs1\nfxouP244UIvVqPq9TGu0ANc6T0iMIiEhoRRtwSg8kFsrBS/6pcpvWChatYyX+nhGK3N+u3rPqfzE\nzFb25KTX3q69ebi5fAe3CpWjIj1QoyjTpCyrMiVCt/HWan3C4cPzpOdjXSiLDMK0HL2J5HvYzmKF\njOJWlc+sPkeknwgZVKWrC2780qlwJyQk/AtHWzAKB7FyfF9eNK/4UlFWU3CxoiUL1M+IXb8yy9tq\nXkk23XztHPIArC5FWacszq/V+x7rpm7HjTGxWB+QVn1hMctvrm/ops68IM0+ttc5+E5Yc9OZVw93\nc/moiu2QxusdfsfcCEZ1TK1PYIydHcVrFEFiFAkJCaVoC0bR9jAWp1BTsFAmUbK/zSAtWBjWEPTr\nZ0/+71m3+hBqaol0nJkh2V7vztuH7tNi6bpOTuR+P7NeGML4ZnlMGh26xtWoQYcmzHafletSm5TP\nrkPifW/sf7np+fG8q9fuBgCcul16xmYadNj4JdFjrh84lP9dxPpVtKt50MHwJb6tWB8Q5jOwb8pc\nvlozTKOat/BWicpWcUb7mvB8TB+V0ryVSB5Q6e/s38cA32KFbmIUCQkJpWgPRlFxYjXtGy+21oxU\n6y03WvbCL1S9u2S+hQxS6zswVYMxOPPZwz/Y/hdbNwEAzt0iHajGtmlmpRrSmjKHtc/K/el5Vi3+\nseNNj9tq1ktj7wsAgDX6SUSvtrluNqOx0Bu2VZ8D71eketX6HnhfAvOjL8L4AErzKhYaNVpuH1il\n2vLNSowiISGhFO3BKOCkQq9VC1y2rlqmN++y9cI02P2wWKB/+tytAIBt/9s3AMxbpIp2U6d24rJH\ngahRyfj/8y8CAFbxs+Tndja1nZfLeKuEs7iGnn897ytws2ZxXYg+MP6vNRPHT8pnJBoT1vT2Dwtl\nFrTsC+wtY/MbFturtfUDLjGT1f6sWgWyFPVISEhYJrQHo/BeYu4xC2C7cxsLG6omCxYhr50539Vb\nt7NqssVqOwurLxDD/3HwAQDAcEMs7k898V4AwPa/E1/D2ffeKYdXr3/HpMxz8G/FOTD33TfJ9lH1\nws9phuSo6m0wOkILTot8ShhJ0DGIWNqgq/C3qwEAVw2IJd93W54BZG+8BQBQna7n5oFT2gPzjK7J\nY5aNNSX6yQxRalFan1RF+4yw4xcZCrtzg1WqI1rdafNE7P0sUzZbKANttWdpi3kk9u+F5zYc1zzX\ni+yy5xuNls85MYqEhIRStAWj8Fl2YRWrJWYcRn+31DVlZqIyOs8bH5Pv7x36JgDgwSlZw3/ymq0A\ngG03iUWYGxKG0X9U5t/9oigh1Q9pVOGNN8rwPM7je+VT8wawXrtTa+1Ffa10inLazb2iWplVZhAe\nE6ZArcXarh0AgME/E0Yw3ZB5kEnM3S0+lIr6HDpfOZs7X+ZvZOukV6ab1OtJCz+u91QtXlBqYj8R\nVm92m+iF7VPCWhU9TzeoXhTmY/B6UIdD9SBi1Zgt58GUMNlSxBhqmRVvsRv9kn1XCxAZTYwiISGh\nFK5VhZuLiQE35F/r3hy+V26+Tj7PSY/LQoaezQPQNTa1CavXXQUAyHo0Q/HRZ3M/r151heyvXv4y\nsBu0H9Tejs/uy/195N/cAQD4/H/5LQDAuqrM521Xv1HmYePpi1TsahXsyh36UFATUy3jmbdfLZ/f\nJz6OGzYfAwBMfJdcv7nvvS03XvdjmmGpmYjYvEHGraolfv4AgCY1DCW9TgsWjcyBPgTTES7UONia\nCDINRk34TCtjCR3QYqy1rOryXyhcVxcenPk7jGanS0MfiVEkJCSUoi0YxWDvZn/HlR9A9sxzLe3v\nbr0eAFA9nV8LN9h9W/MQnGoIZqv004zP+D80KsDejdV1uvbfIJ++UyzTwXdIVKDnlFyzu39afBDX\n9hwFAPzevT8IAFj/0W+2dB7LBTKe+mHxbcQYC8937wcvAwD4TjmPq376WwCAxl2vlu3KFLqeECbh\np02vVlMLYXtgFvQqNKpkmUJRmME8i2ZcC/YrcaZmIjAQ7dAVGINGT+pHjzU/HsdlhiW1MOux4opl\n+rezQhqtrlbDg/W/x2h2JjGKhISEpWNJUQ/n3GoAfwjgBkiC3L8FsA/ApwHsAHAAwHu89xdsTumn\nppE981yI5xNhTamWZfZ7X537+9wO8Rn0/fVD8ve3yNq63if7D3zzoIy/7yX5we2vAgDUToqXf+wm\nWcv3vSzMxG2VWge/R/YfvV66dI9vkfGmd4tlfdsPPA4A+Nx+Ge+JH5bh1+PSMIn6myQaMXyL+ADW\nPisWr5OMQpkEu4y7XokKHLtXqkE7p8U3cfl7npbd33BzbvzOB4V5sedmrPdrLDoRFLPoo1DLX8hX\nKdTwtJY/EL4yMzMwD+2UxU5koU8ME1TEp1HbqD6WSAevmM4ItTmX0sOzKZRJ1DYJ04vV0Cw7XAXz\nlUAXxlIZxb0Avui9vwbATQD2AvgwgPu997sB3K/fExISvo2xaB+Fc24QwBMAdvnzBnHO7QNwl/f+\nmHNuE4CveO+vvtBYg92b/J073g9P7zXXtONi+c69fjsAoDojFqUyJ4fr2yM+hcP/neQn1DWcvv3e\nJ2U/5hnQkoW1bN577keFUYzedSUAYOIy2T6nBOeqd0h14zWr5HiP3a5KTou0LC1XpSrogzj445fn\ntm//rFqeU2IRj7z/WgDA7IDuoKfZUF9E5UqJIpFJMLqUdcr5nnitdt9Wwz20Vyx215Piq2icFSYW\nVKSZn0GfBfMlzN8tkyhooiqCmjZ9GbPUeVicPbNq15xP0IugroQyi1i1J5nuYjvWlWKRUTD64uZu\nkOei8s+PL/jQD/n7Meovro9iJ4BhAH/inHvcOfeHzrk+ABu99+otwnEAG5dwjISEhDbAUnwUNQCv\nBvBz3vuHnHP3wiwzvPfeOdeUsjjn7gFwDwB0oxfZwcPFTEn1KVRnxcT13CfeeWYUnn79ZgDA5n+U\nmoaR6yUqcfjP5Q37A7uEWXxXv6y5H5oQxvDipPginhiW34+ObQMANNS77bWGYdflksn4wudFiWny\n3lH9e/OMztDfQasya1tk/LBG79K4P9fQ41KzENSw1Udy+kahBOPbZb+Z9TKf1c/Kpbzss5L/Qcs8\n+HkZtlYX38ozT8r5X/vb8r7e+x9EQWq3MgnmkUz9V7GQX7zuMwCAj5ySmpI//cYbZJpzMt/qdiGE\n/Ydlnp1fe0a2D4kPxLOzm2EWrDEJUZB68xqLkKFJCx9qPowds5maNt/CfLfbCd6fEN0wrNr6Csgk\nGDUauVX+Ptsn8xjaI0yt0aWM5etP5MavXLVLBlafj2M+ijLcM3fIeKufknyPyjlhNiGKZXDqp6Q2\nqNEpv1/zvNyXntWSIVu/fqfM95TMK1ulDPiRZ5qO1wqWwigOAzjsvX9Iv38G8uI4oUsO6OfJZj/2\n3n/Me3+b9/62Dte9hGkkJCRcbCwpj8I59zUAP+m93+ec+3UADFuc9t5/xDn3YQBD3vtfvtA4vRu2\n+d3/+kMYuU4szRXXSF7CtYPyRu+qyBr3jn6xpP/nobsAABt75M37XWueBwBc1iFr6Fkvb/b/tOft\nAIDGQ2L51u6Rcfpe1EzFg/rG5tp6mzCAmS3yZq5NigWo91KDUt7gtQkZ58w14hSZXa2dntRAdZ+R\na7p6vzCP6pTsn6nF6VRNSVqYl35yhxxfl/KdOr3alIyz9g8lmsI16eyNsv+ht0hUoe9a8VFseLcw\np+l33g4AuPJ/3gMAePnfXyPzelCu0/4PSx7KX/7o7wIAfvjTvwgA2P0R2Z9gpyxa2MYZOU7oC6KW\nsXqZRBFC129GS5Rp0EdRusaPKUJfrPyCmBr4ncKsqs8IQ8vGxTKTMdZvEYZ5brfc//HLGWWR31c0\n7WJ6nYy7/R9lw9ndwtB6T8rzNrNa7PSGByT/BydOAZjv+DXzttfI/g9oJvA2USJjxnH1hGacDsvv\n3KB2U1cmM7ddGGrttDIezURmxmylpxvfHL0PI/XhUh/FUovCfg7AJ51znQBeAvATEJbyl865DwA4\nCOA9SzxGQkLCCqMtMjO3XL/a/9Sn34jBqligx8YkyvHV/eJTGPy6LE0GD8gru+fRAwDmazsWjJJq\nwcLa2Hij573mmgHIDltaCzJ5lfgEzlwjb/7xyxmtkd16TlZy32eFwGDgRZlP70n5w/AtYoEYzelS\nIlKblv02PCAWfmqbRCtu/U+PAgDWqjz2/R8UX0PtftlOC3Xwh+X33Ydk/O2//g1cEO3a3b0Etl9G\nyBC1GZ2K7GapETr+WrmPW//mFf2D+jzUl8TaGadVqw39zjyfo29kj1P52PyAHLfeI/d91ZeF+THj\nNbtRGAqrhGeH5HmaXaX5QE8LY0CNeSuyX0N9D1mX+kK+lo960BflNKpTPyjnExTJBvvw4HP/N0Ym\nj6bMzISEhKWjLRhF39pt/oa3/iIGPvXgSk9lYYgxEP7Z1jZwe9A3mMt9Z42JV72Fk9+lmaJc+g/K\n//SekPEmNsn3qgZh1jyv/Tm+8HDueNSVoG+l9pJEQxonmvqZS8GoU1Ct1mhO0KdQC0flrblBMiP9\n3ps3YLOreB3lI1NfUINtNjS9otHN76o7ofkhnga8i6rsOnAHtTttxzA9nOpF+ppu6KBylHy/9n85\noSesltwyK5Of4/uV+tXz18WdEB9EqG6+UqISzBey+UNej+ep06H9WdyU6UQ2Op77nq2VqN/odfJZ\nm5Lz6f5biRZW18vzlO0Qn1P18DC+MfxpjMyeTIwiISFh6WgLhavauSms/tzTaF1vZ4mgnoV23Ao+\nBpvJN2UUkip5b3/QgNQMy5BJyKrJyAnZnpn8PatXoZ/rDx6Ww64RC8E17dRrxXdT75bbN7RP5pnV\n8u/9l/+LxNt7jqsG5ZxYqM7dV+h3ie+fvUY7iW3QNXwPazFUQUotbaWqylwzyhjG5bM2rteT6SU6\njXqPXocu/ezV8atUcFJfTafmXcyq5Z7V7VPyWZ3SaJN+dp2VT3Yq65jQec7ofpP0CWlURjN6XV2/\nT2lUhjUczOeYkOvYeEGiHV5rZUImL++76elZ0SplN8raJGUA0+obsL409ZGQkfgjEt1raH5H9XrJ\nW6lMaH4KGQufT+alaKc4aMas71Cfxj75nj25N3/c9XI+lRE5Tv3YcXjfWnZwYhQJCQmlaAtGAe8L\nKkiLQciE4xvedNe2ugWBCaiexaJz+ZWh1HZItKYxpEpYVNgylr7RpRazrvNq5H0Y3jCbymwjt9+p\nG2TctXvFMlYntHr0lHjf9/631wIAfuwNXwcA/L8vivbm5Am5Lmsfl/me0mLcyoyMO/SEbO+XNBZ0\nD2tmpVpgWlyck+NkY7JGDvoPWhPhuKan4lTDVIvy+qsilqMSFzM8CRO1COPY77yP7AVK/YxILY4l\nejEvna0qjaG0I5iiskp8T43n9uuBtWp0m9QquR3yefZGsfyd45qR/A+SYczM5eBr2Cr5K5Vh8YE4\nvR6VcbmunvkSl8u4zG+B+k5m3v4a+K+3VvGcGEVCQkIp2oNRODdvJZrBVtdxbdnJrt9q0ViVGDIB\nz+r31qo8Q80Bx+3p1k/1ZnNtukYy4MgUsl7Zf65CX4BYgtqYqk3r2thNzeTGCX03FshkNqsRYJSE\n3c0Z79/112I5Hv8t8UHs8GrxpjUer9dr4xd1/kP53mBU9KIPBmQ8XHsrY6uSCWi37kzVva2vpt3A\nGpz6kaMX3K+qtRPYoN3WB+U6zw3I/SYzJOa09oPVt73HxLLXRlRBbUCep9qzqkG6cZ3+UJ7XubVy\nXfuOy/Wrfvkx+bxcapE8q3c1GlJ5WXxYzKCtaA9Z+tZC7dSwJuCsl8ze+mp5njvPzcLVU1+PhISE\nZUJb5FEMVtf5O3reMd8LkzDMoTKgQgtcw5s1ql278k1bAKMePaYYjZaefSc4ntVObPGaObNGrK8T\n34Xv0PH0/KpaU1IdY0cvjQrQO04fBztszdRz83UzOi9WX/bIcbMXVPOS10fPuzokURRqgobaAWqQ\n0iJpxmGs92er8K8XBa2OQ8Jo6q8cXtQ4zIilzki2RphQfVDOd3pI8zn4GHQow9PHZLZfvtc1j4M+\nH+ahMG+ja0TzNFQ7lHkcZAr0LdGHQB8PmSQ7ulXPqA+HeTTa4Wxup+QxdBzV3rLqU6GvprFJNV/1\nvrpp/VRGOrdNzp/PzdkbBnLz6fkbrbJWHZNsNXVG9AQOa5RlbAwPZV+66HoUCQkJ3yFoDx9FZ4dU\nbu4TbzC9w/QmV1aJJQ7ebf0M3mar3cgoh+krwXELv4+goEB1h0QPJrZqjr/qAWhxKzrGlJGE7TKP\njlHNiBzVKIL26Gxot276UJatm0RMMYmdstjBSy0cow2NxXbEMgg1BmNyHH9SmEl9i1jKk++S6BBr\nXNY/IZYxRIG4biZxVF+A9QkQzEDsHJF5d4yqZqdGa6C1DrTsPmhq6vU4I1WYfpcwv8qIzruW95sF\nHYk5kzejDDTT68rr1yBjZCam+sDGL5fnZ3BCo0QahWioDyQcT3VRnDleled3Vq5r31EZr+OBZ/T8\ndN7sSXtIfDFk7NQDqXR1wU2nbuYJCQnLhLbwUQz0bfZ3XHPPfE77LNfg9LbLh98jjGPBFs/4OmI9\nR6lG3eil11+r+QY1P0MtXc8xscA1XWPGlIjaHWHNrzoXmVa/Zqq/0dDPrDNvT6ra25SWv9EtFizr\nyO83OyDbZwbyzIvVr/0H5TqGtTotMvMgqGux3KrXBlX1fVGtPGTILhJkslXNqCU4Lpkt832gUYys\nT45fOa0Mh93pGWXrlf3o26oEH4ZeH3Z5V98bfVU4Ksfl9axovxM/Pd2yHkViFAkJCaVoD0Zheo8G\n0Eu/RhezGncOOfQvHbjguE77OIx9/y0AgNEdMl7vcVWOelDetMzt/3aDzaOYUx9AdTzPmLjW9V3K\nELRGxIfqV/1QBlUZl+vLWgOvlqqhGYD/0npztppXEYU+p9S5iDFWi5Cnwegaq1GVkdB34Vf15v+u\nvh8yoOzEcH4cBTVImTEb8mLY9X1sHA9Ofh4jjVOJUSQkJCwd7RH1iEEtFzUEwU8D6i0cvrszt702\nJi/KoX0yzrY/EK9wQzMIrV3M3ijMY/+/lffntf9ZjtfY//Jiz2BZEZS1WE1oeq5WNIqStWjRYmYk\nM58XGwvtc7JcoG+C3c4XDUaTZporoWXqc6lQX4I+s37Nq2GNC6N0rFKezuezhDwaZS4ZlbZ0XNa6\nBCbBjGLqW0xovob6Riq1GjBz4f6u4Vxa2ishIeE7Gm3BKLLVvZj6ntsxuVa950oMOke1qvERVSfW\nPAuCVXf4kmhC7vxSflyqKYf4t4Jq1mQqPf8sPYo6q4cAAF33ix5AYBIlmpHn3ie6D1zjh/4XRzU3\nXzPqbN7EQkHLZPNFCGaaNubylrmgEakZgEFN2/TXCOPbKs0wkXz/jlAlSszlu38HhmPyW0JtzRbJ\nVMRxXWszI5XzjWTeRufH8+B91/OhtmWYh/p2GqbXJ1XMSbm6Tsn8rZp1DKGHLu+PMg7mMdA3wQ51\nIdOY+Q8anWCeT4xpBcbCTFq974G5MCNU02bo0+B18TOzLWcZJ0aRkJBQirZgFJ2XzWDz/7gfJyYl\nvnt4WOrxs5NiIatzEu3oH5Q3IvMXGidVg1Dr860qt/vmk7nvtDsv/L7oNfzam+4DADw+Lm/gF14j\nlmPXGlEG8qpnYWsdnv9j6ZpeGxbL3DGuHZue0zVig4pO+manEpJqYTY0E7Cg7k39jNCFO1/FGmpY\nqJXojSWtGu976Pmp86HyQkPzFNTSlnUND1bHMquK9bLnv0drY1iFyyiLRlfq6jtabC/OVsHrHPqU\n3CJ9To6/QSw9azq6z5KRyH2sjcg86dugr4uwncds7dK8j0kzTUdb07uIoVAbZbYz6heYn81E9j4p\nXCUkJCwf2iKPom/dNn/tuz6IoT8X9ehQLaodqBj/P/JWYQ5juzRXfVrec4Pquph5i7zhJ85pvf1R\n+V1tQi3hbeIzuH2L+CKe/sMbAMx34gpv4IgPwb1GeqGeu1rWoIN/LqrhlQjzCL+7VSxW9aRqG1JR\nK7YGZXWraiPaNX4MZfNvW1xkBhEDfVXH3yM+qQHtG8POXCE69j0iBUZ9CDIDMrZWrzc7rjHKstSq\n3IWCzwfh52YvSTfzhISE7xC0hY+iemYSQ598dF7Dkmt0VYDi2nvDw1ptV5c3+rQKBJ29gQyjIzdu\nvV/XwNrXYcd/lDXn0SfFkq9FXi+QlmH0R+8AgEKfkco5YQKrPy0Wh/adDAhqIegzOf5DopY9cFDO\nZ+Yq8VGwE1jnA8/KOKa7d/CS01C1qn8RfBPfZoziIjOJWJ7GkX8jPVl7Tstz0fe0ZGZSa7JxV55J\nMIPTqyJZqB4tQfBN0HdBrVA9TquZnEvFUp6LxCgSEhJK0RaMAvBFTzuKXuXKA7K2u+xhteD05rf4\nprRHCHFo9RK/8HGVpXYy3sCndD96ySM1IQ31NZBJnHqHMInQ1fpnxbs9MiG+kzX3iMJTFjLpIjoQ\nC7S0Iac/4g3/ToW9rsyTYBXr0OclytW4QvJypjbJdeyYyP/OD8j22d2qUPUt7SFqGaEBny9+BuUp\n9VW0zChWsAdsYhQJCQmlaA9G4VvM82cHrsWu6ag4dMUO+ar1/CFj7risGXf9ivouWBW4TdamiDCK\nye8XC5WxDcWszHP49WJpBmbFd7L9h5+WHbTqM2RSjkdUuBdqQZSBBO+20RYts3wLRcgwZL8IZnrq\n/eE9rbLjVsgDaS1fImRuRnwMrdaGMNpQ1wzMvock47Zb8254dPek3Ie+Ue3Povd75MfFZ9U5IQyw\nf4/2Er1BO649K/vRV1XWD8R3a4/WFtXXgy+DeTE2f+YSIDGKhISEUiyJUTjnPgjgJyEBgKcB/ASA\nTQD+AsBaAI8CeK/3/pK64a3mJlFdp2ES7XRV16rLl35DajV6j+fDydUrLm86PjP5qGrcfUpOr2Ov\n5Gec/d7dMt5LwiQu+x9kDVzdLX02Qu/IFw/K9+Xy+qvPJlQPMhpTNZqi7L5u1cxNhmaw2KxaZA2B\nMpbwnYyIPTrZ/yPUZJiOYYqQJzLd/PxtFIyoaZ+LxjpVptqrauMahQi+pyt0P1XTrul8R14tDGPV\nC6rnoZm0jspS5+S5YTXx4Atyfi/8jEbV3izP0eZ/1vPYJM9D3wF93pRRBF+EZoCS0RWqkZWJ1TZL\nX45MFa2yfr1/VHp7dI/svgLVtotmFM65LQB+HsBt3vsbAFQB/AiA3wDwO977KwGcBfCB5ZhoQkLC\nymGpPooagB7n3ByAXgDHALwJwI/p3z8O4NcBfHSJx1kQLJPgG9jWgjBKwb4Omz8mtSGMjvigjiy+\nhHOvE+ZB7cyBA9oJ6qzUAEzdKmrLQ199BQCwhtWBV0sUBMekepSahm67WBz3suzP6A2jLGHNa6I/\nLYOMgUyCUSKfV3WerwkpYTaLzSSM1SQscLzKzdcBAIZvEt9I15ic16oX1JehvTtxTO5zfbV2bz8q\n12/8eqkSrk1rV/a1wjw6T2pehKp1Z1fIfaHq94nXqMblsPxu533ywHS+IHkXM9fK/nhBGOL094nP\nqvOcan5eKcfNanI/Os9qvs0RrYreJhnI0L4qrH1xrBZWRav6a2/Qv6uuRFAoY5WtMj99zhoR/ZbF\nYNGMwnt/BMBvAjgEeUGMQJYa5/x8pclhAFuWOsmEhISVxaIZhXNuDYB3A9gJ4ByAvwLw1gX8/h4A\n9wBAd6Uf1aEhZNtljVYdMX0nVN+A1X7Wa1/dKG/k028RL3Tfcdm/4x8ekWNF1nRkGJf/e/kMyk66\nNj1xs+Q9sHNU16h6vb8ka8WZO6VGYGSXePWpwTl1nZ7H5Pr8Sa8XRSOqWDdUu7LjuNaKqOWnMlHQ\nD4gxChsVYaczWuqLXekPAfsAACAASURBVEuwTDUarMYce/O1ue09J7UzVn9NP+V4q1/Q6shvCAMM\nR98j14lMsUMtN5lcl3ZqI0LXeNXBoD5FRTu29Winr62H5LiN/Qdkfz1fPk1VVdf26ruqzsh9rGpf\nEXZgm90qtSWVafnl7JXynNT7xffRM6muvFPynGfsN6JMs0ZGyMzOrVo7olEUr6rpNaqrsyfsMjwH\nS4l63A3gZe/9sPd+DsBnAbwewGrnHF9AWwE01bL33n/Me3+b9/62zkp3s10SEhLaBEvxURwCcIdz\nrhfAFIA3A3gEwJcB/BAk8vF+APeVDZT1dWHidVei56iuFbUfgWPexJj2cKyp15mWl306LhPvdfcZ\nedP37Ncelzp+0HWIeNEtqt+UfIfeLaI7ceYHZF4zp8XC75wQJkHGskarQ7OXJerRYfItWKU4caf4\nKqqzMv96r7ynO5U5eGUOgUl05mtXCjDMatG+jBbBaEOsCztVwbPLxdI11Gufab+W2v2iREZfA9XA\nh6+TjMd6j1j47jNyfUZ3iAGZWa3XSRXPyCRiCF3VrU/qiRfk9+yjQcUrqmHb603fjfqaQs9W9qLV\n8w8duB6X2p0O5uuwNkQtPqNi1Djt0ChYh2kj4hg10nlWNwpDKvSP2du8012mPq7KZrkPFc1zaaha\n92JqPpbio3gIwGcAPAYJjVYAfAzArwD4kHNuPyRE+keLPUZCQkJ7oC30KLq3bvNbf+6D6NE8htqU\nzGnVEXmj9xzUNd4GrR7VtVrnYyJEEbOkXKvWd8ubvfbMyxfcn9GGwz8rNR9Xv/t5AMBjL0mm3u73\nSxUhM+Wm3yy9SLu+IDoatKi0GLhd9CvYcaum/TLom6h8/QnZbjIHq9ddJb9Xi3ax+o6wM1ro6j2V\n17rEc3LcoKm5W6I62TNS40BtSDKL2k7JO2EfEKySv3t2qrpOLCi99l7zOyr06h98pflEW/SFhB6f\n7EeiXbwZ7bGaq2X5CCFfQ7VO2dmrLJrA56hCpsIu5ToOGQIZYeOEbA9aols36QkpsxhVtfXLxBdW\nHRZdk+j1WgCSHkVCQsKyoS1qPTrPZdh53wQqk/m109hueSMfvVvW+HVduq/eL5bl2M9IXJlqyext\nOXGDeHk//JovAgB+8wlhFFf85IUtEqMNm3/zGzLOR8WCXL1bvczKUJz2Seg8p12yVfnKHTOW5lvi\n6+hUpjF7g1jco28Qi7Pt67qf0ZpsDKhW6J4DF5wvEVSfNerhBiWKMHODWMTZAbnNA48fAwDUN8h1\nzbrkuMF3cJnE+6H5I3XjLffKJMZ+RGofeoZVV2NYLN7JWzX684QwtsorwpBCrYzG+etrxCtfOytr\n+4YyjsoNog9BxuJuk/vr9HfZE3ty82FNS9AiNRmPNV3r2w5ggUlY9W4DWmxm+rInahmC3sSkZlZ2\nqTap+gasryEwkPVrc/NyI+qDUEbCDE0/qfk7ZKLsaaqMJKqItoQoVWIUCQkJpWgLH0W096iippau\nvl3yJUavEAs6uVHec3O6FJ1eL2/K6jp5o2aan3Dlh/JKVTEwHyOsGckUtLt66LKua97RV4kFmNPo\nxdq/027r9IJfswMAMLNOoxqamdf1/6lPg2tq9UUwmsA+F7H+EfS9MJ6OyyWnbWq7XIjOEbH0s4Ni\nifr2iMWpHziUO68GGcVj4osJVbRa7dk4p2rh+oyc/knJTKUPafCTqhmqUYzKcfHN2G7gwz99Z+78\nGdVYc7/4QHi9rc8jhupVki/DDliNPc9fcP/lQpk2KsG8EPo+YmrZYX/1ZWT0rVxChbLko0hISFg2\ntIWPguAbm9WHfBMHC6WfA9+SrwPLPQGzZvUPq36EZtz5Xllznr5Jjtw7zP21E5XG7U/+7Ot0APmY\nXqtfa7Jh19fk91NXShViRfMqupl5V23+/qYX3mtfj1DTomv6rmfy+2tt53wGocbtZ/uEaVS/IlEc\nrwyjolEPd1ajQloFyd/1HZfz7RzTjENlNjiovg+jw3Dkw3Id5lS7dOPDMpP+b2j0Sa/X2fcL4xh6\nRo/7qOQjUAdi6HFlWtpxzSuTyF44kDseLTP7nrA6tbJJGKnXquEyvYiAUEuhzyM1UU2nOYvQV0N9\nIfQlsMdo49xIbn/7vVUstoo0XKcFHDcxioSEhFK0BaNwHR2obdyMxknJqGSvSa5Zg66CZmRyLUeF\nqND9mWv9FpWDCvOgopJRR2bGHfUFqjPiC+j71gEAwMEPSMbloGbisWikR9fiHdpXZM0esXRn3iVr\n+u6zYqFrqvJcV8tVHZCahFBFql73EM/fJXkdjJWwOzWvQ6YZeIzi0IJ6rWmoal4Ge7fOdWi8/uHn\nzp9+sDwn7xKL3DGu+Razmv+gjID5Ixbb/0R8NplaXlo+8rAQ5WCDLWUS1JNYvU+ul++Q403uEB9S\nyOBltS2fE3bvVktJnYvs5YNN52cRxmEUaoNGIQ4fy41nmQSvozdVy1T+ykwfl+WCZRJlDIP9SUY2\ny7+nocfPwL349ab7WiRGkZCQUIq2iHr0r9nqb/6eX0DPUe3t+Lx656lUxbWU6ZIdLIgi6CuQkSgz\nKOTws4ZE3/huk1gqp2vbRovqyPU33QoAmNgs4695Sn7X6NMMO+19WtuhGoxrNDyzZ3/z8VkjcK0o\nZGFYe2P2i4Wd2SEWjlWRlbNioRpHjuXOu1XMd8PWTErTbbyqtQKTV8v16fziwwsanwysUKOw3DD5\nAbGOaQXtSZtPsEIdy8Lh9X64VcIoQy0To2imy/lCwWgX0eit4eFHfh+jY0dS1CMhIWHpaAtG0bNp\nm9/5338Ia/fIm/7Qu9Syzcp7rPdQPnORmZiOhkEJQ/8RZQouvx/j/lSmokp2dUosx+RGGWDkCjne\n5X8rDGb6Mn3DZ/nf13vy82E1KI9b07VsvUf1JkZnc+M41aNwc7rmVQUtWvTquDANMhPfKfOaHZB5\ndp6V8U7eJvPb+JDWAujxqtN5ZjF8s1Zn0pWhxKz7tBxv3dclc/Hge4QBdJ/RfhfP5nUfLJh3wmrH\nuZ0b83/Xak0bBbDMp3q9VOOirpac0SfNKynzzvvX3STj6/WtntKerv3COKc2a35Gh9ygjjG9/nq9\nO4Y1z0HNZtattRkaHaqNyv2Y3qAd6oZUnV3/6fQf0fulvp7uIxpd2ftCbp48/+l/dYtukI/ZAdXZ\neFx8dCGvple722u+C301ePCppteBtTb1g9I3prZBomoz18h97Tog42erhbFkT+xJeRQJCQnLh7Zg\nFKsGt/pXv/7n0XVK1sqnbpG1/PpvyZrfHRSLN3mnVFVmnfICbPCzSz6duutHdmn0QJeoNZMY55QZ\ndGhw5KwEIbD+MdVS7NMaAXWBdJ+V/ed68i9eKl7NrlKLv4pUh8dVJqIWvGNS9p/cIJZhTgWXOO/a\nVH6edRKNav7vvSf1uH0uNw/qNlDXwasZmNG2Gj0q2bnpM+IjmdOq2uFb1FehwaUt98t1H7tSaxw0\nmjKzKn/+0+v1upslfc9wnrnVu2W/2cH8vLqUuVTnyNiQ+3tDGcDM6vx1nVVZiLl+Oe/eY/KDvmOa\nz6LPxVy/fGqrWlRm8+N3jvncfiH6Qmah3/uOyX5nr5PP2oTssO4pOXHef+bNdI7LPMa3yI277BvC\nME7cIfkznaqYxuNQkY3KWLT8XhWuCh3zWNtzpfi+TtwpF6Si96FjQsYf36r5H/r8kEGufUb+QcwO\nduLxr/8exkYOJ0aRkJCwdLQFoxiorPV3dL0NFfX2sppy+lWSiTixSUzdGs3cc3ulBoL5A/yc2yym\nk9WGladkjVjRTDpot+9XflDi3qte0bwMdviakWtBC0GfxMiV8n3946qQpRaW/Tx4vHqfZuKp76N2\nSqIocxvEMo9v0+q+KvMqVOPxlHyeu10s/PQaOd6a51Xt+ais0ad2yXmMbpfjUK/j1Ks06rJPjtt3\nSDM3da1dVQ3Iymk5zsxVminoyMTkPGeGdE2uzKc2JeN3aHXo1DatYdCajenVcp/WPiCMj1WpXLvT\nZ1Md0YzEQaVoWlVrwWrRM9er6nU9/2z2HVOlph5lEE/KcbO1mqPLqM0B7Uq+S+6ze0nW7NimOg+v\nSJTo7DuFShaYjzKny76kOhpHpAqW0RJ3ndSajFwj59t7Up6DziNyn2a3yPaqXr86fR1jst/wq+U5\n71LFrtWfFV2SynrxKdQ3KQXU60RfEDS/xo1r1e1WzYzVviuVw6r9SlVvrTad2SDXvTYpz8ecVhN7\n5/DEV+/F2LnEKBISEpYB7cEotHqUVXfQeLftw2ERFJU095/e4ujajnFqKgjpm3j8enkz9z8nXva5\ny8Sinb1KnASsdhzYq3kNqgeQDQqTqYyq2rF66YMuBPM4bM9N5ktoDcXMNlljzq2S81j1oGQSMn8k\n0/h5TfuAZKdVpXmR8fSQgbhdGMzkTjl+3+Oiv0ClLe5HpaYQrZiazp+PHV+vM5nh5F2irj2+Sc/v\nSJ6ZTWzUKlbtLj7451KVyq7j3SeFkdRO6H0dkufkzI3yOfSUMk19luurVIFsneYhqDmsTcl97HtS\n8joOvG8HAKCT0pn7Ve1au5jXHlFdDM3XmbtenjeqqFdfEafP7NVyHTvVtxAUtTSTNmSQ3iTXgczO\n5peEWh7VA2F17PRmeR67NDpDn139Opk/dT3mVGV8agO1SuX69h+S69dxWKp7x2+S+fYeGsWDz/8R\nRiaPJkaRkJCwdLQFo1i1equ/5Y0/j54vS64/4+5zd0vmY+eIvpHPqhq3xtsba3Ute0AzE9XS2fp/\n6lnEMi5Z0zDzaqnZqH1F1owrlaHHakNW0YZ+HcownPZEndkoFoQWs2NcmMfh75Ht9NazxqSuqthj\n2+Sze0Qto1rynkcPyECqNWm1Onkd+cwc+0G5XtO6JO7V4/Uf1bWw6nTM9YrBWv+Ahl2UyTHPwatK\nd9alqtw3CyNhtGfTP+erPc++Su4XGUj/AQ1f6Zq8MqHPwYDWurB/inb2OvH94mNg1IO9RR2rZzm/\nlyRDOFSNar7HK2/TGhD1bW3/rFY3qw+MPoSR28RyD/yT6mWwq/wOVefWvAjWuIQ8CNUNiXWd534E\n968o84npXzSrGk15FAkJCcuGtmAUg7V1/s7+d8Np3wS+IVmVV39Fvda6tp/9XmEavft0Dah9P+pX\nyRrv3FVikZhf0H1Ge0qq5ZpZI2/+/pfld2B0RLUXsUYVhw7IcW3NQJW9RGv5jDn2qTj2OrHo/Ue1\ns9grYpHGt4rPo2NCtk+tk98NvqgaiA9L1/OYglKInyvYa9MfUu+/+iyCQhX1JOj7UZ+B36YZlC8f\nyf2OvgV/vSpI0ZtOLdOG5ilY5S3bsczOmz6Lq3bI7sd0Lb9O5ul5nfXv1VNi8Ty7pGsVZ+iqTtVu\nVcYKquWMeqhqtdd+HKydaGzSTl0jWjuh0Qz+ffJWsdTUByHTOfY6ua/MAB7UhMv1fyv5KLPXy3PX\neUKON7lDfT77xMfWWCP3bXynHGfwAfFB0RfEznSnXiWMYNM/CEOe3iXn3TmsUaMB9bnQx6V6IuG5\n2C3zn1stz9mB75P9N39VzqfnPhVyUVRuuAYP7k8+ioSEhGVCezCK7sv8ndvfh/oGsXysTeAacGiP\n5tqvy1eBdmgGXN8+tVC0bMNaI6CdoKqaZxHWhntl7c3+Cn5cfR/sw6DRk9HbxVLMaQbkkPYW9drB\nid2mqf78yq+JotOGx7T36aR6zx8SpkCL6jvVQnVqtEZrKVgLUNkllsFa7lBbwfNUdebgPX+NqlbP\naaqnmgHWlMwNKdPar+exSjMy+1ULUi1oVftuMJoTiyKxazdrKKaG1Negt4mZmGuflevAqAf33/Tl\nU7l5dQyP589bn82gfEadCF3rU7mK+2WqZxL6Y5AZHs/3zfCX56NevB/04XQ9J9czaJJS4cpGmdiX\nRJ8bVntOXic+pu5jcj6H3iFMhurxXeobmh5iPoMM13tCnpuRnZo39HyeWXYekvMbfbU8xxXNaGVf\nFkbNeo+qj0ZrRLoOCbM88T1yvRh1qk5neOSh/4ax0ZRHkZCQsAxoC0bRt26bv/ZdH0TvsLzp+vbK\n2m52s+awa+Zj9Wzem0v9iLA2VovMnpJOtSepiOXoldY1na3zD30eNNrBfg60JDVVsJq+RiwS39TH\n71YFKF1Sr/7EN5ueZ6GTmIJr1I7nZK3O/BHG1Wm5sqO6po35MKiIpV25eR2Y/0DfRf1aqRGgL2fo\nzx/O7UfQRzR7uWQMNro130EzT8e3yfHWfEUYVXiWtENYpoylMqMZldqvhNWPjCL4F1WB6ppdueO7\nI5pHQ2Uz7XMROnYZ7cugTUndEvosBuQ+zm2S56k2wr4banlVEcxGC2LVrvQJhOdGfVhBxX1Y768+\nR8FHpLoo2c7NufHIbCYuFx9GzzHNpGWGsTK8qe3CXLqPT+R+x+gY9UnoS5q7XBjz8ddqHxWtol7/\nqPy7mR3qxmMPpFqPhISEZUJbMApmZmbfLZa1wsy3/bJWDBbYKBBRDdluL+sNGQMZA9/QjLYUmIWx\n9J66CexGrt3NK6PCZI68XSxdh1aTrvuEql/PmmiKHgdbhKFMXCEMgH06aqNqadR3cOJumW/fMWVA\n6pvo/PtH8uNqHwxPi6aq3cTRfye+lW1/uk82rBYLmL2iNRM3SVShdlLj7+oj8ZqXYvUigi+A52ee\nsZAnor4edq+nr6LzqI6rx69o3xLmJ4TfMYOR6trsD6LXkV3h/UaNdozJ/ahHNDRtdIj3O/iOtBYj\ngD4O7bVKlW36jthZjIyD4xDM+Cwch74yZTJUeiNCFNDM2zLJ0n4iAwP45vh9GKmfSowiISFh6WgL\nRtG7cZvf/a8/FL6zf8Sq/apUpBZsaqusDfuf0kzMs2rJ1AIwykF17soaWZP6bo0/s6u20dYMGYe6\ntl0oIwk9MK+Szl/nXiVMYNVf5DuU0dIGrUqNwlRHVKV5lVgY1ipUZpU5UUNUz4famV37xYLObZXv\nlUckulLRKsPGGV3D6z1m/wxGcc7dqBarId+3/oPsN7le9TK0ipL6CesePdf0/JlRyahB9/PqS1Em\nOHeHVGmyCpYZjNk+jW5oVKGQr8JoAmtNNF8m1FLQF3WLqHk39Pidr8h5k5FYH4KjxScDuEyjX/qc\nVc6pFqn6Llrt3MX5hvnZWhjDfEPtEZmPMpMyJhDU4umTK+lcFuanzKMRGEwHHpz7Ikaz00tnFM65\nP3bOnXTOPXPetiHn3D86517QzzW63Tnnfs85t98595Rz7tUtnUFCQkJbo5RROOe+C8A4gE9472/Q\nbf87gDPe+4845z4MYI33/lecc28H8HMA3g7gtQDu9d6/tmwSZb1HWwXVrml5uEaM9vnQN7xjXxB6\nt3V7VftnOPUic21LdenGRrHwVV2727WjVSJiLQJ9BIxSeB0fN6r6Ni3bfqnmhDIWdlFvbJG1slNt\nTDcjFo+1GfTdTN8qUYR6qLmQz07NWKUORc8/ie6B07U/fQ6MkkCjR7aWpqpd0/0OuR7MZCzUXLwk\n1y1cX5vJyUxDnXdYyytTtN3IC1WtfVrTEckYDb4s43shWPsTmJ7R+AzDqU+BTKSi50+G0tCq3qX2\nDrV9Zez35cSy1Xp4778KwHLxdwP4uP7/xwF8/3nbP+EFDwJY7Zzb1Pq0ExIS2hGL7RS20Xt/TP//\nOADKL28B8Mp5+x3WbcdwCRCq7iKwFqN6rdRsNJ7dl99R15DZQc3QMxYiZELqZ10ZyOiPSa/MnlNi\nOXue11qUKfV6q+Wf0apYaoRWNHMy02hL9dgZnYZa/poymm0SLajMRJiE1qBwe88Lmh+guhlO59FY\no/kNykiCZV4jFvLs96tPYUx1OP5ZO34pM2M+CL3s/kW55RVGIThv/c7xp2/eAQDoPqprZK3JyIY0\nqsTMS1UAY0apU19H5XLJ6wiZmGQGZ/W6qb5H0CXR/Jngc9JxCv09FPxumVTYX5mqI5PQ/AxGP0Km\n74DmWej9pE4GlbWot8LObozWhHmoD42+s0xrYtzLcp1f/LUbZXuXjHvV/6W/V98Pu7szc3Z8s2p3\nfk7yXbINOt7kDNzBr6EVLDnq4WXtsmCPqHPuHufcI865R+aw/JQqISFh+dBS1MM5twPA58/zUewD\ncJf3/pguLb7ivb/aOfcH+v+fsvtdaPzB6jp/R+87Q8/HTNfCsbUefRFkEMy/6DgiXvlsta5hVYGI\n8ehMMzmr62TNGrze+p19JAj6DujrwM1X5/5eOcDqQ/VFaKaeVS5ij01aOpzUvBDNawhrYVpkxcS1\nYqFYG1FVhaaeJ+S8WV1Zv0V8Gx0nNBNTLS0tn7VYy4UQ92dvVJMpSR8MvfL0LQRGt059LfSBkCFF\nuo2H66RREse8EOuDMj6QkEmpz8GS1/ol1bIL3s8g+FQs2AuV1cpPPdd0N5v3Q/DfTdA5mZ3DN45/\nCiOzJy5aHsXnALxf///9AO47b/v7NPpxB4CRspdEQkJC+6PUR+Gc+xSAuwCsc84dBvC/AvgIgL90\nzn0AwEEA79HdvwCJeOwHMAngJ1qZhM8yZBMTgRmw41JNqy8rj8qbs6rVgtTIDD062Xkry3vRaUmD\nFqGuVbP1qlE5JHkM9T4Zr6dPayUOq2IR17rKbGrKUDJdqza4ZtdaBHq/meHJtSrj+3hQzmPsR8SX\nMbVWznPoObFwHWdUSemcjN+pOhq+SkahNQxZ3kJ1vqgq0ar8Fbqbz5perdp7kmt//4ysZVn1aOP3\nL/7WHbq/HH9ABa/WPq2M4CXNZ2F+g8kTyNRyM35fyNSkZV+rPgHVA6mu1cYd9FloNIEZusxbCdqk\n/M77wDwDPa+Qz6DzC1ET9TF4VfTK2DOW10ejOBXt3EY19c4jGt1QvQvmPxDhOrLzG/MrFKGqeUh9\nBdTr0DyejDoaW8QnRR8Ua5uom1LbtUN+tlFVv7UmZGy3fF/1D3sAAJPfLVqdDVUZH/z6gfnjsL6p\nBKUvCu/9j0b+VIhnqr/iZ1o6ckJCwrcN2iIzc9XgVn/rnT+HqXXy3lrzqNTdN/aJt539Hqa1P0HX\nF/JdtWmxaMG4BqW2INWxGfemMhX7UNRO5ddyWaj+y3Lj2Xh2dbsqTE2oCrf2U6CGJ5mHu1oyNicv\nl+OzL8fGb2k15MvqvScD0O7q9Ip7jb5Yi19YeysDYs/JcPyt+Qh1tkqYU32VZjKe0P3Oakerd8h8\nmcG56QHNeNX+ILx+bkquQ/2lA2iGkPFqfA/czpoIRhdC71Eqh1EjlPkovG8Hzw+szYPMoqrnH5gO\nu9WP56uFsV6ZjHaND/oTVNLSKAJ9VMwzCf09dFzfq9u1Sz37yLAnK5WsGC2ib6nVjMpWQaWviV2r\nc9vZOW71gxql03yf2rat+Mbx/wcjMxfPR5GQkPAdhMXmUSwrKlNz6Hn2KDo0A29C+znM3Sxr5IG/\neRwA0Kvahk69t8wPaDwpNQ7MmJzbphZF19CNG6V60lHP4pjqHGjUhNH04JWPZHLOZ+KppdFaE+bq\n40lZ82dabUkGxOrPvueEKfV9U34X1ty61uR42QHNS7gir7YcvNkTRkfDVCeSYdDi0RJDNSKrE3od\nn5HjN4xl6xqR405pj1RWwdrMx8AMOD9da4+/RXwhY1vl91s+J+cze/sVOn/1PWktC5lT7YD6hqhW\nzXwMtczsk1HQ6aCCldb4ZFrVGjIs9TNUlWp0yWv0yeqDzJ+QXjf1fcAygBcPyHg1ZUY3SVRsap3c\n954XNf9Dn6tzd2t0SjVTe19RxqN5KPRR+FfJfuwgR6bJDNRMu5VXWO1KX4/u168d1GymMLRq98TP\nS7XwwME6Gl/Jq8bFkBhFQkJCKdrCR8E8itnXSr7BxCZ5y639qrwRszVqAU+Ir2HqFrF4vU/Kmzhk\nmqm3mplp9FHMblU9gq8JM7E1HvSOkxnMXa95Gqro1HNYfAmz67XH6aqabhfmUZkVC9nQqs/Q+1TX\n9PS1hGpI1njQu39S8zfU++6Pa0YltTzVYlUv0zVxl9YWqFZnGexx53blMzxZq9JYJ/uxA1eXZmb2\nfvYh+T2jC8qYWGuS7RFZ6ppmTk7v0vwIVlF2ahRLmUTHU+LFZxSEVb4Evf4274GMoLIun2fgmYdx\nQhhbrIMa5x8YmImW2FqfwCQW+W8k5JHQJ6LRIOpx1LdJnszMevUZdct5nL5Bjr/zU1rtfEjzclRz\ntTIsjGluhzC62jntRbrvpfxxlHnPbhPfyLkr5Tjn91f55qFPYGT6ePJRJCQkLB1twShYPWozykL9\nvKnr51q8uo1Vi1pVaTpbETaObasx66o70Pium2S7Vj92vqy1GpoPUdcaidoeqYYMGYQmfyCWkRer\nAqzcyMxNZUTPqfdcqxV5vtFen8Z3Udt8We749OaHeL36WBitYN4HLXlZT9Nz7xNdi+k1cp59JzRj\ndDift9H9nPiIWP0ZMjmpean5BKUWm9dXwahOyLOg4paeP5SpUbOzelKjGup7om8npvsQ08qMISh2\naaZoLCpDH9r01ap4NirMht3Og7Lbk8LQ6HNhFfDYFtlv6FlhmrVX1NfGKluTERz+/bBH6XFhIiO3\nShRsYmMVL/zlb2Py5CuJUSQkJCwdbRH1cN1dqO7ajcagWNDaEVmzz1wpa/Kul/N9O6iaHNM+JEIN\ngtF0jKHrkByX0QeqcntGJ9QyZ6qJWdWmm6H6tEUmQU1NPKNVmZGc/WgPSa2SpGak005hVY2SZBrd\nKPRgVUvO68c1+tht4lvoOSbRjanNmq9yWizv7GqxZKPb5HGZYSLly8okTqqm5z89mjteg8xP8wfY\ngc2pRSdPCHkKjCqpJQ3VwKYHLBlS7L5W6XtSRbN6iWKURRmTCN3gNapUj/mKqIehNS0NzQju3if3\nhwygQxklazigOigN1S3pHBYGsO6roh3F/As7y8BsWF2reST898QoyIDWUg0AOHC2tbqXxCgSEhJK\n0T4+isrdoWouEiFY8wAABMJJREFUGte+Q+rwGz1iqTqPqmaiWqjj36uq1CdUk3BGzo09IOnLYF5B\no18sfW1Y18pq2ZhJt1CE+L7Oh0pU1TNaG6J5H1lvPnZdG9aoymaxuJ3D2l37XN5XEBiJ+i5CXwcF\n8wfIYEJvT6PoRB2JM2+V6MWqg2JhQs2IxutpEec2iqUP/VVelv0KVakuv9SlJWWeRMiH0EzZkI/C\n6IcyCqpI2wxHnl9QqWZNj2qDVtQSM8OTGqkhozLS7b6A2yUPpDIp93FqmzDTvj3K1DRzl+Mc+yXJ\nS6jrZdv+X4VZhQxeVUFnJuvMFRtyh+t8Vnwa7OdCUE+iNqlRjPsfbfr3rlOaifycaqtqLUhMnyVo\ndXZ24Juj92GkPpx8FAkJCUtHezCKvs3+jut/KtQ8NHbLmtmpF/j0zWJp+o9qT88x+RzboRqG7LGp\nS9mBT+XVry2YURg0Dm+VNSJ7b3bu16rIfnnz1jeyJoTMQH0pR3XtZ7zNyw0yLepphA5oZbUC1P5c\nrz4C1c3g+dR75O8dXxJLRZVqZvplV+h90ChQfVAsc8cxsfjDb5D9q8rc1j5gtCipMGUsJRFUydUn\nwarYULPDalPVnwjnoT4EMgnmy9j+Ki2DvgT2z9B5xeZdgDJd9qFh1GT0zh0AgFVPC/OyeS/Ms6ho\nlGpmu9znrheU2Q2qmjrzgjQ6NXy3nK9TQrn6z6QznVVwC8eJbAeWUTMzISEhoT0YheZRhL4LXFOy\nd+Z28fqOXqO9SNnFmSrS930rN16wMFwD92h0QNfYXrUH+YYNPTtZC6A+jLBWplLUsERfKlfLmpPR\nDtuJy2lmJS0hLVPI51Bv+fQWGZdd2tnVmlqV/U9rHoLG5RmHD8pcjMqYvADuR5QxHlbnZup1r+09\nkJs/e7qGPAStnrQ9QEOtzBSrMFvTOiiF8X3YqBKva6vRrVg+S4gaMG/lpNw3W3PDal5miDbWqx7E\nEe3OvlMzJtX3FGpttLZk5mapzu06phmo2k2dOiiZaqNWtZcofSv0CU29W3wTU2tl3IGDwrzOXCPn\n1a+d49g9vndYtU/3yfUZuUbmO/D8GB587mMYnTiaGEVCQsLS0RaMYtXAVn/ba38WDc11790vFurc\nLeI1r9SVOZxQ7zhrNgj1UmcaDamOq9r1elmbMQOuqkpFrBnx69UiaI1G9SmjNh3JDC1D5SZRFGJc\nfGS3rDWh7+3eE8IAuo6LzyHrzWtl+oefzn0PGY07JKoSrfEweRxUkw7VksxY3H9AvpdoR1bXq6o0\nmRd1HlTRiRaXtSj0nRCL1VtYaGZkGULeiSqYIdTisENbPhrFPi6T22R75zmZBzudTV4hz83soNzf\nWdXt4P1d94QqVGktzIk3yH2gZadPbfU3lNmu1WiPzafh/XyNML6xnTKf2QHZvv5b2qNVo3fsNt/1\nqDzHZRmoQPJRJCQkLCPaglE454YBTAA4tdJzuQDWIc1vKUjzWzwu5twu996vL9upLV4UAOCce8R7\nf9tKzyOGNL+lIc1v8WiHuaWlR0JCQinSiyIhIaEU7fSi+NhKT6AEaX5LQ5rf4rHic2sbH0VCQkL7\nop0YRUJCQpsivSgSEhJKkV4UCQkJpUgvioSEhFKkF0VCQkIp/n+wisLmtnroWQAAAABJRU5ErkJg\ngg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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It5EF8ow/m+dpxorwx3fAmqvyVKc1NTiu7/hl40xVZ1YoYvnnzF8nkSRjZ4bIeN1TszNB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\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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jBs5+iPPJa11sf+OL3Dsx4/oO+Jp0deecz2GabeJ1vZwr4cnUss1d93IPyQPv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\nAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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BbYysHdz9s+4+5O6rAfw+gJ+6+0cB/AzAh2u7bQSwqbFDCiE6lWbiED4D4NNm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\ngg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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kFi0gOW5W5MiHuRajvo9rSVL73JyQrW8WPd/hvLyNDY/dj4EDPYohCCFKRwZB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\nQogIGQQhRIQMghAiQgZBCBHx/wGpYmBziGLe9AAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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QACQEAoCEQACQEAgAEgIBQEIgAEgIBABJ00CwvcT2c7Zfs73V9h3F9HttD9veXHzd0P12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\nCvMPTwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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za9NoGHzb3b9XfnrAzOaV6/Mk7TrVsu6+3N173b23LfNzUgB5quYsg0m6V9Jmd//amNKj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\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAAECCAYAAAAYUakXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAAECCAYAAAAYUakXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nthgAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAAECCAYAAAAYUakXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAECCAYAAADesWqHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOtavVpXptwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAECCAYAAADesWqHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nllW7bgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAECCAYAAADesWqHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
            "text/plain": [
              "<Figure size 288x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IJnW6MAwA_ww",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "c8177140-2bae-4d09-ced8-09ba647e04a1"
      },
      "source": [
        "print F.softmax(net(x.unsqueeze(0)), dim=1)[0].sort()[0][-10:]\n",
        "print F.softmax(net(x.unsqueeze(0)), dim=1)[0].sort()[1][-10:]\n",
        "# Todo: what is the id of the class that was predicted for our image ?"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "tensor([0.0137, 0.0144, 0.0188, 0.0235, 0.0237, 0.0269, 0.0996, 0.2025, 0.2511,\n",
            "        0.3060], grad_fn=<SliceBackward>)\n",
            "tensor([609, 581, 672, 511, 751, 717, 817, 479, 436, 656])\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zDTGKUObA_xA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "for p in net.parameters():\n",
        "    p.requires_grad = False"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ufd5iss1A_xH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import torch.optim as optim"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wy8-cDBCA_xO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "delta = 0.01 * torch.randn(x.size())\n",
        "delta.requires_grad = True"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kbLZDWYMA_xV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "criterion = nn.CrossEntropyLoss()\n",
        "\n",
        "\n",
        "idx = None\n",
        "optimizer = optim.SGD([delta], lr=0.01)\n",
        "\n",
        "for _ in range(100):\n",
        "    output = net((x + delta).unsqueeze(0))\n",
        "\n",
        "    #TODO: compute the loss to backpropagate\n",
        "    loss = None\n",
        "    \n",
        "    optimizer.zero_grad()\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "    #print \"%.4e\" % loss.item()\n",
        "    \n",
        "    print F.softmax(output)[0].sort()[0][-10:]\n",
        "    print F.softmax(output)[0].sort()[1][-10:]\n",
        "    \n",
        "    # TODO: break the loop once we are satisfied \n",
        "    if ?:\n",
        "        break"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Adgs9FIJA_xb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x_np = (x * t_std + t_mean).detach().numpy()\n",
        "x_np = np.transpose(x_np, [1, 2, 0])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "934iBqJPA_xg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "outputId": "315aac76-c3df-45bb-ea06-0edbf4922e80"
      },
      "source": [
        "plt.imshow(x_np)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fcfc22aac50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JhIHXguEWCj0g3IknE3S+692edUwP03cxZpSDCg8WKoaQnjAPBixeahwt6Xbt\nqfJGo97PeiEY20JE42rSuQ3oAgYE0U4YH0tslgryzDjfOt4+yG2leTy3vAimIISuf0hrbS0cS7gu\naWNYCH1ZEhEENKRZ36d0W3lC8png0MlPmHNBmQQXnvOHkGhx75JMRCTsAEHCQYA1wSq0M2GPSB7i\nY2mI9NSBQz8/ZhvFDfP4Tdy5SWk+k9MpYeg7eyAfciG/Bj4K+RBxF+o8uAViIHT/Y9o5SHvChfBo\nHNHGBG9zrG2KQ0I+ceGVh1t0SZvI1xHe4AmLg8i+kXr2xSMUXdw5inJycIVfdw/7iRszC7cifJR2\nlXs3DhoqlUi4Zw3lTuDeDXH4TjKOGw/17AS8EucG41OZucd4QLjB4mRBwjV9yfEwCXR0UDLiVbln\n4dY1DcvwkP05umO6cCHsSjgcUnKfxbjDeMXE7MK9GG/F+ZoJRyYuHgv7bY7vK1Em4I0b8ySclzBI\nm0iqTUlzlvMhoaI6nuqLpN1EmtIq7oGA6rtIUyN6CL02Q2dMUe2J2OQi2VtkzywvgykIaRyTFvsS\n28YDqiGBGOagNRYRLGMWrPmTE5JmNGNtOz8RRjsIKXfyMv6R8Q0x2Z5W9FeU7UvSEKcNTczQ3H6q\nweWLDc+iLN5j4C4oLs5HaUhbUpVQARXlxqzldrXsXw+KCQI/izapUi25EDr3RCCRWeHkAXkRCa9A\niuEpx0ASas/Afen/6dEwhwdi7A8S9pIZ4ZV4Myg6gtWGNfdkNFGOHoyUBrcDRUweTMkI96vQ96Uc\nCXXvIMJHCMEq4HOBr5lwI7E4btx5na7be4Qz8DqjXR/SYFdLYUpV5S5Vg1uCCeHBAJSIYVkI1Wl2\nMsxdUzgEl78BzggzyqtUAz9R4c6C3gRJJuWIGzIJYhJqCsbbpJPTIrxV40bgLMLZ0lORcD/oL4TO\noamZ3Y44i2BmzUhr7TeBNG6H6jkeTy+NmbdLZXT87aY+CHDqIegIqWtKLFQjdDOIhWPJHDQlfPXX\nKZ28GGN4C4xAHe6X2LeQAx1jFR8WN47pvqoIv+5bDmThRPit5aI4UnVHMZHM0JuJPrz2UaTNg1BZ\nxB2ZNBlaMPnmT/fwFhwFjuacMVwn7mxpzGzO8QmVKBjNifDCCJJIiGQennaYgKCWEm8hCNQ11ACI\nRfuxCJr6vrjlMfDOktJ2ItSCSy6Qj3MMhLAvGMEoXOCYY6XuoYdLBHDNSBo0g/HfJiObgVsJ5HPA\nEPE2/q+JZw+aSY58oYuOlLDisScGZdZQFS41PxIL7+TBoJZM1CKpYkzJEI4SxlrzYA4uxg3GQeBe\n4MbhdRpDw/MA92IcUn25l4U7HF5PAAAgAElEQVRlARfl0FTaVGGzLxdCUFl61I5JZ54JfEO1cVDL\nhR92sqDDhSXVAnFlqqjbsjWMi8o7QHgfDeJFMAUlXEtLk4ppQHWnDvwOJpksI918JQWhXF8wZW4F\nbaf3pN/cwyi0SKkEdW/3cjjOlCGjRlqsK9AnrWY2jLR6bo5iMBBrd8X50KcTozpEk7Xl1rL0sy8Z\n5DQRRDRnNuBZQtJMaLrOwrhXblpN/+zkYY8pqF1GbEtEZNnHV7k4LgL3LukyCzVCHRb1ZLje7qu5\n0FRZJBGN5zycEglIEu0E6Xrti9HT1lDzMFvYMoSI2TjrgqKcEg2Va24WGsNdgKNEopE7anEFY8Bi\nM92MNUFCzuXKRZhqkUmorjeJ6M5YxK6IcHbjlUQQy9u0d52AY0rub0sQ3QlJo7HzvUzcSYzfCZgz\nBXwYZo0bhIMqb7AWW3KWSK5y645PyhtLj5FMwZzN0qY0BUNovaKh6FoklUtlKXQg7adnM4YXwRQg\npb50i2vLICghC5AKzolF90qD6L5jzoN7CyGOiQ6DoLg0G4GnTha7JcsCHjB6zrctRYjRoogylL53\n3lGU1GWTm5f+CLSkOJP3jUKNCXkgiUIiJh7RmsC5GBphSIWMHZDwCoSeGvEAB3EmL6YYMRVk3SKx\nk1RKOkmvd0GZEaQkJAG5IQi4DKFFR0uOfak49ZsnEdZnLRUrobxrt38E1AppN3nJS1Kyh+RHY07d\nAz2cNJh5CzhSUAmVRiViL5ZEe4eUtA+S7uxUhQ7Re2YNCase+r64cK9w6x0RLjl/xaTPqRqow3EK\n1/WSuv4tYYNQCRvLyWmBcfcEcyBpQAgEcJJAdBcPxvkK4egLkwhvtfb1GLdMHBHuvAzGoX694cyN\nTrxhYfEQXnNMb3gVhOb58ZSmi9uwdvL6e2CFF8EUpKkCUFFjQkDXUgM0JcNRnJN4Qn1hUUGX8Lmf\nK6jJAXEWMaaSUNBUBvDwSXswHEnrbqkCJmltdueSELjYlBIS8gE4F9FJLqYBhlv+nZMpBASXtDiH\n+3TOvs7F7SWIvKlDGSI3u6KEa3QyjxgVj8mb0n++EPD7UOgGmlQtBqApqSD0aTwCkW4kjKSe7S5R\nfxGPGAaEWTQ9Bp42kGCWk8DF49qUKtCFCjKKfSfuhk5hm5kMLFUSL0ifKsl5ImMR4CFdz5Nk7AIJ\n2ZMp1tb4uRiiO5oQXld0lMFLaWtwnFsLBnMROKXuU3YYr7qSjh7KtkIyEwk/0Q3wTVEWLO0BEZGq\nEkjiVcZ9mMDBF2YNw+QRZ1Hna6YcBcAyFF+5T9WpvELixpFEIij3YqhEnyVd3+7GKRmBEQyS/L2F\nPUtnyM8pL4MpAAeJUN9ibVNTC2IhzlrGPudGFZVYCCfK+EjfCm8xuVPq18Utk4kTWnMsnrKM11KM\nHAqhp9b11PyjsR6Lc/aEowx6WyIdIV2WqUpIIodCGS2UmZCQ5Z4rCCopVS6kDt4IU1LElTYTnhHV\nWDilTkAuekh3arW9x23Mw8IOKZPqDKT3RnKviWQOCiDjFNwjlHfxaNec7pM6/LyISpKJlm+/4kVm\nEZZUTepaqWqjR2Zx2mKvKMI5x6l6dURQM8aU6hWarWRAUjLMO2LvypRq6JRGI6fybUSUasWKVDss\nUc1BkrmnV6nm740Ek7cpXKOfQPMIvcGYk7F95BqoqLxpbpzTqPqZOJMHPd8SMSaRq3FqC74QzUEm\nllQpLJW6AxFMJxizkLEVsFQE9PN5wsthCrcVOgqhGxPEZ9It10JY/c0XpoTOjnNIyFlRZZ4ro4yU\nuGdmqwhGERuyK7UWFGynSXLohsKy8Jb9YVbHXJvNodiDtBOBYtFEqG71o0s891iIwRxKekcrwgtT\nuYgkDYuWcfoengOnBUxpcsMp3zXqkpqSV3JhFpSU6naaTeuRQFQZah1Tke31RsihH6eK4z1eYMnz\nU6dxwEjvRDLBGB5nSn1RWhsj5kITmU1JB5YLV4tpJEooBgzB4HLIOYu1fUgTqa4lczrUskq1aPLK\nzVmBb+khIvrVBFOOzclBNLwVjmWMgTJ7BD4Z8fycdKQOp+Tg7oFOb0W494jXQBY+YcIto1lZImZE\n0pWqNTYR6iUycWuBBt6m2nBHGE1nkjHQI5prD8dDCpLnKhAvhimUS6nyDcxIwuCeA0Bd0q8rXDK5\nSUj/IOJZZIgX907lKWQ9dbI6Zq8k5ThcFRQTjyTMRdrEyiClJC3IZVSYasE16GARXSjrbEFSFCwl\np4MRXZJRlb0g6vImsZxKNdefDeYZdWhCZ1HS4CctOq6kZRBKxl04DWqH1JYco4rJKGYQej8ZDVoq\nCV5BZhm9RzS04kjia3kA+oK2XOCeIdUqzjkXUZPepQeXTpaG0ImKMqy9BDFGoY4px1RPqn2eDFil\nMyonmYrWBqkw9pnDrUgYGyV3wngYpE9kWnkJVHv2sBM8EFmQlDBW3kluspPOjGbgnPEpS6K02IA6\n8ZrwNt1mDEKgSOd2CWYzQxpq4czCJzrxgPMKuJWJzwgVMTKGJQ1LqEWx6U75thpmsbv4OeVFMAWE\nhFU96msqDttCObr1G7SFjYZ0TpcN3dCYyJeeGYfmmgwoJimJonbPmxYPF9qckn3Jd5e9oaRxres0\nWncPRRlKJaRht4rkoq5Wi8fei4q8qsXp3sai+E0ZW4UgUk0EdUlGOmltspGGFCZqe1fGRiRxP4hz\ncM04hVQj6OqMSLkjGWIoEkVpEFkYYONFk2ljkDUWpa85gnvEP4iAWFjpwwYSC3ZOlKUSDEHGOshB\nkO5mrcEXwiYhVvRgoXppMr18hyUSmBpTjKjV8C4FQ7gkTSkR33DMWJZQKyRT/JXwKttS0qnH+xYc\nF4tduElHs/Zo2znp51LjJqC6MPkULuLcxGXhJkMm540XcqTlGpl84VbghHIALh52hkuhKHcuLrxS\n5Y0snNz4OMfztxVTENK1lrppSOnO1Vc35tWuImX8QOJdocNeG2oQ6XaCKQVZpVXLO3B6bEQsyuL4\nsHhHC14tkHquN6+v8fhQC6pCX1uEuudCyrZG/EGXLmUTCLtB+uKHMVDpkZCKNM9NBb9IW7gJQcO4\nwWy5xZyMIUhEJQMjEK8IzorfHxvt3dottL03tRO1xg7oeQMSTYjWrsKKHK0FFsiw7elxMh6kx2+E\nxIyRLRdwivHGiOccnotbxrkkY/BCGFF5HOhrFI+RxmSCeUSEagihRcID5GkYjcSozkk0NlKJZN6M\nRERpqAwbUkh/IdS2RWMz3E3O/WtXZpxFM0LTY2LDu2DMhSQ8PDjIxCILk4eB04CvqXKwiPo8E679\nO1dMFm48xvojlIdOee8sL4YpHHS84i3acHUEXkqNEqyrn+i/VTTjQukOcUd5OaAka8Wi18LOHYvS\n2U6zIaQ+Xu91bbSY7w60UoihGEC9vWD6knaE0tslLrdxKAkVRrIeJyBVBxWhScLjZEvtc9472ExK\nHYpow5T69V6viM5iCITXx7v61HetgmlIpGhHXM0hzUCaIS6EilnwptNWyPg02GEaw8yxKQZe4KuE\nRN1v6m3sazwO0r0fwdBktdiV8BipCGI2ZJmThsScTA4sFaYeO2RnAA2EFKpThCxPpIFR013qGTyX\n7VzUUQvm9yZdwTeE7m8aRtKZcEP2+QBj4Tgph6Uz1vtMJHyTtLHUfHjGWQBvNNzbiy/hwiXsEg+2\n8D1q/D88r3wZiVt/Hvgs23lx939CRL4B/JfA7yKyL/2hpzI6K5G1qPYkROnSinZFaQIamrW7ohoL\n0lbQjhYhFhzP+2uHXbEMG6WI1LIKKWUDJrFB+ltKzbhOU0lGZiKEYdTLxUU3eFY3K3HJMi7iPKfw\nUFeKWJoEL0nZTSbUtZiTxrF0uL/FaNB1di+jbrE7ob0jlLcMnGp9SOFcKKjelUyxGlMqHKQHqBja\n0EZJiQkdQRTDJ99TsRSdCSRSkTJoklZ4MM0Q90SDSONHCBEluji4hsGXRGQnBxELewZ996YJSHq9\nypo/pzriHkFOpWZeMh5DMCZRzGILvGh6aZJJ3iIZWFY2nWBEbbs4UY+6cMnzJcplrWhuFgxX5V2M\nLjcetH+WNABPwk26R8N17ky+krpPli8LKfwz7v6rw/efAP5Hd//TIvIT+f1ff+xhEThp199rEfdl\nHJRRXDPXfoO1ksS8DGuoVVxElVJxTqNQLWwjJs3p9oUqZaWGbnBL4ZlejQzDlrLhk7+XoXDoQd0j\n/Q2FMBCaRCnpmrtxA/1IJJ5ZtNdY49NsDaT3wssNN1gzUpQHM/AWBbo0+F6yjYZS0GQAXu+JUvC4\n7g+kIysmGdJXBldvxXJkW5rtwCtIdYUKBspo3MC1xrXPjSbamxKBLfSYBEt381LIy4OZtC32OTY9\nU3fZtboLs+3EpNSj2MuRaj+L9P0XgTA9t7Y7hxb3kjExkowASdoDk1BSXkugg1J7Y2iWFiQ1E/s4\nHpLJaQ71gbRRaIzDjacNBcKtLMIJYXbh8gLUhz8A/NP5+T8G/ieeYAoK3E61QItfeoN3vfQAm77n\nIazP4ZoLEeYDEUsOEmq5SceZNPzEF0+4ZcGJl6wv/i/diJgGqcUGIskZ9MF1WMYwl2FfA1VHRkKm\nxCharECV0ocLCpUqUIsoDIXSUt0XRId031WPC25LLUQZFpO38zqrPcWBRzmirJlc2RrqtxqXWtia\nDKeFEUsQa+5N64smIX0xNWn6dtp6iA0+5UZGinF2702Zno3aXDYwJ9IekNfCKJzM1jujnaRHupaq\nF1GnGY7sMtTZA6g84wVqTmcp30VnIlMijTrTMubccgwyslNCtY2cHBYIJrs8o81IXpGSLXYj3z+n\n0BDgbGRQVCTRuacWtTYD6EFou2qfU74MpuDA/yCBA/+DTN3+rSGj8/9HnDe5KuO5D9/6vh/gMKWk\ntxiMuchAhs4UQUkMUNwQgSXmKSE8drofdeEgEUdfi+SgwkklXZfOm4vzxsJaezF4sGBKjZNDC0V2\n6YtBAyvHem3CzPLePIgmV3QRXDEOSXSy5nVdclH3l8goSV376YtSnWZ/mIi+jzYXfMAqGRQkXnaW\nglTSUNZwKZhQYzylUo0Ip6ajE3/9UGOipKqUsQAjenPvC9dzjovwlwz0KsZX93UjqLTkqMXAIfJg\nDsArRroMnF5IQ5pRN+2uTQBVvMciZcANCduaTXpOhu5eBvdpZ3TlZYhcnIp2xOnESWgOM9ZcxDic\nco/FGWsBaOENinSBsfBDRRAPgYZAHWFXe17KbRwUGccOkCjpueXLYAr/lLv/ooh8L/CXReT/HH90\ndxdpVD9eb+c+/O4f/hGHiALr7sW8L0WPFLTz4NCHNLMv7iwWf1UtEp4AN7NwzMjHKPFhksjdCIS1\n+yGsu4uEi+fO4VL7KHxYgYTEwNL+IC2CoqkmtciKiAsR1NtrwTT3WvatXG39ktQYDXjah5+kvbM2\nTwVzGOpsBhVaUthm9JMO12nPpMpRMD8hh1EG0ZSKvnY9th62R7zlODDxxpSHW/L5rHFsg3sGYqUH\nSErKpwsvF/WYiKRSwUdgWkr2CnBiCFnOOau5MO9IoRl/G2Ps3p5x/qK3GcUhUT8StifJuWkxI4N3\noya3mIMXGqK7nLUSpuTLKpL36NY2ByKx+B+kGxcfIBlJ9DkSIHujpSkR1dwn+53lCzMFd//F/Psr\nIvIzwO8BfrnOfxCR7wN+5Z31EL7hgtFl+a7w0xpcnYxvHOH1PGEYd2f4zjkG4euniRtNd52Wxb1P\n1FKqQpG9K6owLRY7C9MMf7fU9uEk4FQvBAIheGKAlQTNZCsS24o1uUW4Mr0oBqiUadHnithrh8uy\nhtckoY0nNTWvh3RPy0pCUnUWS5PGAJoxT3KMW335mVLDSPuEpg3B+/00raPnkEgDbUF0lbXRtoyW\n9a0l0/ViNuO8F03kv0JuAosyHgNvdM9KGQ8ptEOM67i4k5xaslqXoJe207XmwYo5ZT0aJmcl6CHo\ndQk1bALzCfclxku6kbsYVbhHQ+Ivohm4RaszaMpys120o8CieoXfB2KMowiEo8VcHcQRi2jKyT3V\nixjXYxLLaDB/V/miJ0S9BjQPmH0N/LPAvwP8t8C/BPzp/PsXn6qnFoGl7txZdg+oUXcsra5Hifj1\nSZVZ4ZC+qNs5rhs9TXy5ND1eQOHie3PubUERpqmSkChijnicJ1EYVrUG1TM6LtSUYga1yAKWrkOE\nNbGlp90jK6BUoZZjMy3fQjegjgeHVIRc0b1n3EQfxHXgT1sEjQF5X8njtby/EIIxGP96deOjK/Kq\n+RHvC0CK4Xg9EaVgsdNT3CHB8Ex2jLMDBxxjNCSfg9jf0pAE3ZirKfmdBo6adPbUGzTzS6g0Vtra\nG+cz9L4G08iZVcNcG0IrYRBWg2BVndFYApTc/Ulky67Q7CVd28UcEucNjC+vKznG3hDhpOmSJFGZ\n923o57ynzq9YxvNF31G+KFL4FvAzqffPwH/m7v+diPwc8F+JyL8C/ALwh56qpMuT7nIrJ+EswnEq\n95QGMWn4bGcXBOP1IZJkLOKhk9qCTsokEaVWacanJFaX2HOPC0uTCKHXvp5Dr703+PwC94tzNvph\nLUVsDeKTf4t4A+1cpOAwCcO7BG9GPOhqAEBGGa4Wd1ugA0OodlBSvSODlYHOM+qvDXIRfL672uAV\neORtDhgIU1pbjMIMnWF4egFyYNrz/ff2+oHZVc6LNaMZ5Xn0pVx1rW+rnz2YCr2NYdXv91VLPDve\nXd65gzC3mjmhWjraGH8houAhpQZpJLdNqd6kvRMW/7Qh1HSVm9IzAzhY95xIGrqTGxS6aO3O2IdJ\nJI8j6D0KFSqzXJF2EQkvluX8SyFRttmkny5fiCm4+98GfmTn+q8Bv++59dzOwj/yjdgFP4niFptN\n2jkDUnvpQ6yapRfdPUCjw2KGeGyO0vlQLcn2pAExryrhP2YO621Z58PYFAadkweDuF+c7zzEQbNx\n9gFt0QXslf4ehDrqbSZi4z3fOydDqE1QzdVGuRyrrX0RQSbLKK+Kd2nSpNrG+LiWprV5qO7r8rBK\noZyyFazjApzR9TCGjXvdJF3hqUNlStY391q9yztDVB3GTWIcxjaVhyTG2BCZNos6JqvbYzzrD4Eh\nTjAdTylLxbVYwLPmt19agh5JSV9jWcZmV+OU949h97XhCODYJLE1phB19nRppaIEAwkOcNCe8KWE\nwpKIrYZY3SOrtQZihmB8tQek4mPcw7t09kyHL5GsN9Q1nl1eREQjlA0gw4wrhJRcNCqsjlen3FiS\n2XZgSaOiatfDO/3HRqLFw9cMYBYuxsUC8k9pkazQVfN8xiT1u8zRV79ZSecy6nhLTJKvTGlTTtEu\n/sfDSfLhld4bC0raQh0NcpVOrj0/rrrh/e4h2aeyQwySfv0AiFukAksYEu6+vmhjvEdpXrigMzCH\nFtVXhsIyilrq5drwsTXLPylJx3MLyiWXGQpXKGLNaEol69eFYAYkbPfBgCuMEr9MqDSPRIApa4hQ\nUXDLvluPn8lGWY5BoVtICe6FKXL2pfPr+NtnYYxC7UpMN1gH2kimOTB8p+w3gRS95iPnbR5ubvaw\nZ5YXwxTqrIR+7DjNFdYkT35bZ7wFNKRUeRUaT061wJ1c4I6nU+5sYCbNKGnhPwsmkJx6sYB34n13\nHqyDe7rYDsbRxEK6AX24BF1S1zZol1pwyc2lsxCTHtFZgCGMUutYjJW3oqS30DM9eUYYrtpHyc1G\nhuNehDEQqbwg0V+rERgoTZreXrbF0fMycrzGF9oHwTfRds3167Wpa1iQ7aZgCTIwk1pFEX+huSC6\n27WQYEjqDvMFbfPUFyEg1sePQZVo67PYGq19hThbG2UTzp1zMaMp7b2dP1KG7UhQHKu5uXdTGLl2\nwSBtPAfjctFFen5ms3BL/mapD19WcQL+d70c5kmatNwrRd9mKdEXhzkNdWW0k2QGWHLwhMnEMW33\nGUWoizOJJcLIOIX0HFwajGVFlWGJr/eksWstA3LRFZv2drW5w6Dpf6vR8IpqaHbR9nyDnik5BJrK\nsnLvDWirMVjPCqlxLRtGZY32ZjQcx732TsRCqTQxVcZcUdbqCgK1XPAR+ltstaB6/L6U3fWqODSE\nIYV0Shi2RZx9r+clmEg1qQBP6zqdl1nW3caPbuTtfacFEtW7G19t9q9eIralGP9wZEC+wCVoqm9E\n621U4v7aJYt0l/MB7+taYqv34mAWTLp8GWUfCtQTLOJGLnwy/eaHOX+x4rAsSxj9qIWgLQklw+Av\nCes9F7khPFyc82Lo2VDVGCIpeVbwtThppGIPI2MHkbUjENIw6RWK2l2EI3zrnCIlu/QJyS61LEed\n4KOm2okJgxAd/POjP71vyU7SGqz03agYd1cCk2a1F2ltDwl3Aa90NfFMbDIs63/B8M7c2t9iZJtF\n4z4wCOlSvR72TCEmeUhJZISuAPNhrK7qjfZPbZS4ev9KAG6fHy8PSKXeVYigmF2hl0I8ozeojUGN\nvazrbwt+bFiWskRICqnYYg1YZLcqo2NlEqs9G2ErCGl/FOeVRJo3d3hwuMN4kIlFMlUftFPOD8Q6\nuPiCTcq3Ds4Pfzwy8qfLi2AKDlyW7rIzCYPdErallDJ5+pE5Z7OU+srFPTwESxKuRMzBpBnmqj3q\nD4JLn80zWWrX4drCT+qKcOLEjt63w45l/bX87lmL9Lrrt6DzsFGUzWP73u07+gglaUm3/Ye7KxZ5\ntzh3o2lf+lVLlxYtUpAOe2mIYFzYvV17mK25+TbjIcP3gu19Q1uEM8d45edNb8vz4VWD93pXuKoY\n9XhRSqJHBWM8xsikx753+F/z15GBQIP+1b6yJVUYvpBh1DkPBZfK9ah4W/yTx07P8pLE1vagsUmi\n74tnhi4xPkE4CbgsXFwxiwjI2R1Ty63UEWF5UOObB+fTyfh7Z8Un44dunK8d92Zvv7wIpoDn5qTU\nITVn0JZMVT4luTss5lwMLia4xdFgZ0/PQN6DZxCHTiyX0G4nMmWYZ1g0MFi7GnTsp/xGEa/btLu6\nhsVPSVDPf6QvheaaWq1Ob8RehqH2ubWkT2BzOSpMsnAYkEg0IVKFLx4nacf1JdLCkVAaTVUqbRHS\nZOMgKUfx1/00ZSWPewq+D0ZB6dC7ut4CdtpNZGKYbjjssLu2nK2Lj+O2vb6+Ev+OCGJoTyxqH+6U\nwR5UcC3pzddh2yZDv6xv4qr58hZKDj7QhtAZdN9sNoSOSxx4c0i7k4kh6pwETmrNXVnxCLcSCCAi\nbZekYRp6ncW4WMTenCb4+sG5EeOoCxcx7l35lfvrsXysvAymIJI+6zEKMUnWLI1kNaXdJFZbcucm\nHQuUxuhflkAEQG4+yenKAS3pP7p/mnTJxeglKtw2LrcNoUm1jnY9+EvpvNJaH7v5gjhwa4aDqrMO\nXqnchaoVvhq6eS0K83DPPmTPlSlalkeLFdGU3l1xASIeHocWwJySL9fDZjN1raMrOLBiX4PKqrXq\nhHAntrW3juSLqQ+bQxgVe/hv463FBL1fH5+vhVlTU4t9D3DFFHUdv8KOlZ4rsykqhRQLX0kPow7a\n1KZmSKZ1i/8Hmot25F0p5Y9iHFAOk/GNOY4pEMhFvjAreVp6mQujzpYIKOnW2udEGiKZ2bn3u+xl\nsyvnRcbpeWd5EUyhJNWcE3bvRoSBCBeEy8WYxFu2obmM3y7pk9YUT4MULjQwvAOuoeP4216R4YM0\nt6i04KViEMIGwlJZnWQ1WUA7XXuEr0E7GVab27slcbATCOcC4JZ+9Vh4YUTV7L4Pb2eNUtq7u/FW\na4Sk1zeOiABaWx1HEDT66odBbEJ2QA+NX8aIrFymEEijbC97MXejAbEzmvU9o/dU1g1NBjFY54ef\nJe9viVYkUsL1A4MEyQjEGMtahDRay3+AyDXZ0rRJxBbMacicBb5+gNdqTAI3UzeQGtLchpOUMTbz\nf+YJ5y0cnJ79uiOxYkglqGS4PwXPU0S+KS+CKeB5gGmKqiVDiGubcJ2kM6twmuA4T8wOdw8La8+7\nVHXXymfdsbForekno/gSadS9Xap5WvK77r60zTexFqzh28xMLAyW/PFvwfregPrUpHIxOGoP/tQm\nv5a1Y4Fi6AgimEyG5A7jMA6HiiJuw8+DcVGWVk9b2MPiHhnsylU4MogVl1j/Hmil1ybJcIMJscqx\nMLZ5az/w4sQp5Uc23cZUqhm1SJzyh9axbSKRT/F7ZuHt4rxZii5inqdMqHphmJNkuMXUD7IEbapx\nAG40/pslPASTCqe5t33WygERNZTXp7xGSjGmTJqLr8Zs7Ke0f9YDXeploZbnlhfBFDyBo6EtyKgG\noen0Obuvb468Os0sDqf5wucPC9+9P7ez+ca9aSV9YVyY4yKvgcsoO0brctxfIHsSYVbJ1OZAHk9n\nFqcInz0P4mjv9ZYMIzbeDLEWDrV9x6XIou+jZ2WMtKHVY3BLFR02U9V4EhJy2HUXfbGV778kzkLY\nK0rPL0RWlvMcIsorYXg78WjaEGapdnWa1zTQYtg+YqzuLaLtGobygfEM47iatJrCimAcxmHciDsi\ntupDG3iJvkOdFSLManz/yfnmSfiVt/BdKTNDqqhWLsBcyE4aLaP1t1NI/pP0NOvzFIymd6VyQ4bn\nrKcZDM7iKwHYZpHa8h/9kkRhlvYhaeiwBUE1IuvI0f3a1fpUeRlMwcntp4Mu1X4Lt9ms8PHNgY9O\nN3Ekui34QTPPgPGd+wu1Y25AxSEbyk1XdQ/SeRr4rRIH3QazkN62+NT83CX93WNxXBKuTaT7TeKg\n0vLMW+Zs6Jb6JY2qAkOq+s6lYlOWe6gGksZILeNlGxzDZVoxvPaTkCiCPhikRyal8aRF2LnBLCXu\nLLWnX1oIdLGkGN601XhIwnL/TrnoamPolQ8/ofLF4O0ifOZwbsFRoYt3vb0kaI3ZMG0jd817287O\nYjMivc1SEYJOf0r5WOHHzRkAACAASURBVJ1JFz45wDePIH7mqBOfTMbFlUWEex/d0t6iM49TqAEq\nyo0YJw0anbLftTGplYHmWkC0dUZZNBCgJtsuGofoEAv8kjDlIMpximsRS9O05/Re0MZUm3C5ppHH\nyotgCsAw0SNsj/wKr08TH51mXp2OHNLFaAbLYjw8PIA7x0lZzpGCqrJCFwmMJzojXTeLu6yd23gQ\n4aSRPquI7mwT5wyHxqRl0V3a0xkAlcZSCKI4aJ3dE1RSOQBizWvfvZmL13Le2lkUuXtuyUVTMf3Q\nYXVIh6VB7UTJA3XlPUmgcTpTEXPor5r9n3LcJQ1sYSCrNg9oIMuBkFyVDEaSkSG0pKexwWdkejW/\nsYCOC3nkmoPmcW/FDAZ1pvpViKVQQivSczMI5Dkb3p6TRDW1iQiEm8n4B2/Cp4/AZVHOJpSBdkG4\nM3jrGbhksXhVlQNxQvmcnXKBB6+QeTgQkbQ6UNpBmoiK+Jec78XyDAsvhAoVi1Lp2h88vEuXHMeP\nZucfmBeOOJeLc7awSdSGv3Ve0/Waek55OUwhSzOWpfQ5zcqnr0+8OsyggplhZtxdLvz6m3t+/e6e\ni8Pr+chci0+a6W/cz0PfphsvcA/L/kQM6CyV8ajDrjjFL6azJVcdmO4kISHryHeoxdUXIL3KKF6n\nTXYJ0fTntKeolNtpAaeli3Py7MZc9WY9EMpIqVOLWrsUnYhTrY4pkSFdv6mNa1PUfTitmX1d1Nv6\nHhaog9Rx9eH9KHWi7dUY2nkh2imbLeCTrAOnChL78L41Ssjt0zIugA7BVeD15NyocLGyAzk3R+P1\nDJcFHgzObi1ZymECsUzybtH+sxqza9AIXc2ZZOEY+mEk+6n3ew+uA5qnK5BruNTNlbPTEEAdsntJ\npvhgsbnpPmnCMx3g2YXfcZh4NVluEe/GzW7I7QxdkMj49MzyophCl0hBZrM6r28mTlNMg5uz2MLD\n+cybuzPfuV/47EFTDzNuD0HiS+6KXJISXdYDkopBozjJVWkIZ/NBDw6JM4k0X3ZJvDldUTMRoJLb\nrLLmUA1a2u58poS4Ddbg4uqVWs2HqKO1PrziRX3MGKM7I3XXCJKFItLwelTGZW9ur3qHt/rqhWbe\nVZNBUtd23Dplamxdtwtk68dG5wAU87J02YU+XZ4JYfvICin02ctELuEq7sw1+jcRhulX4nxyMG60\ne0pEywvcN0WNdU4q3E7OR75wtlAr3y7wkAevwIRnwJDkORDQ3elLIrxxgZ6JjF4QtHnvEszIiH03\n1BZ0bUjizj3Vq+x/LvxPZud2llRTwsOBSOy49GAeAHUSe3KcHerZLy+CKRQxNMAvzjQJH58OfHw6\noiqxNwJjWRbMnLuz8fbs3C8TRzEeLsarw8QkyqSRJ6EdoOqj/tCZDvVNYrIqqeplw2Xr2YMsabyT\ntB3UkfA14H0hBJkUdDYYNv2YDa65IvJhzvpnX8O+EfX4MGa1chpYbV1NKFpQOlZGu2dglqNdIjYB\nBWsrSF5MC6Gd+5BfNy4+aObZ4iIFs/FkNBmLIuk/l2HBZifb/pXkphFbUTtjg5kecW6mVPfynVXP\nrGHXOSkc55iZS/5WevfDRbi/VHr9zAqNJPqDe4eLFYqMVH1nT5WNjvC6Dyd3h3r0Y8r08Jbrskbt\nweDz3GzXx18ab46M05Vtu4+vShzm+42jc6MXlthX31LuF+cuJlLMpWj7ueU3zBRE5HcTZztU+YeB\nfxP4FPjjwN/N6z/p7j/7rvpUBxrNST9MEZxsls4kCx/+NMHtYWbigi1n3kID+aqWAS3GQXPA2tIu\nqN3NmcsYkOQhxT0HsuIFmtGqFmXT3br0p9XS/4atp1BBhWbTjHeNnXThXN2POnwdrlx1rJkaqzt6\nvgNffbfB2OTsawX9UmdGPa1+9szHbc4V+lP1Ts1+4+lNijHNXJqEkXHJ7xFDUJJ9GLeMSZFqs8T7\nRSJQ7TQ5BwnX36x9kVf0piU1TMCknsZQ4bLAeclM0xJS+I7IdHwsSezOUQVLKf5QgpZ4x404Dy58\nvgSjqP0InjEzi6Xx1QP+XzyYkWcyHyHUvzsf6KZIZEBjNR+eqmahpcXg187Cx1Ps8alFX0bv4u1F\nO7W70/cm/JHyG2YK7v43gR8FEJEJ+EXgZ4B/Gfhz7v5n3qc+hSZ9yc8XWzgvIEYz5MkQ/ScSEOzv\nn+FmMb5+o4jk0d9FKGk8I/U5ocJ9aQyixRbkgisvg2rmUKgFrbmb0JdQDmSYWHISrNsKtFyC9Mkq\nqVhwtwxOj+gG9UgLitnMweMGpGQ81kL9ClWUYWvYvceG0WQk36pvzRujPXowuUtjCuKZIEcjQ3Yu\niJa2P1U0L3da9qlOrQbaKcuRV8OSgeZBtNByUcQ53EsL+lHCmzLL0jFnhhFPkpvcLDJ21/gvrtyZ\n4dPExRfc4fUcxscHlKP2MSiUcRBpEv6IctIILHvrlbAnVJAHj/vOyRTNp4YWvC3mLg3i68hso0xi\neTqZ8IDjKhyT6TEItJZ3lL4Fvp8zMtDBM8qXpT78PuD/dvdfeB8r51jKKqsOkyqHKY+at+iqiSOT\n4aZcLgtvHs5897zw+eJ8fhE+v8CvHY2vGdzMcJpzI/Pgq/W05F/qe/6vIXDNMw3zmZ7LoBN+2CEr\nS7Q3g45hmE+Y1dbhCudd69ZBjD0bj0tIEU+YXBZryfcm3GgRi+WerIhN9XFhxxvSUcLqxXlDt0GM\nexZG5uWrkGGjb97qSKsTsZPnPgjAglWKNYezxQY081RdajFI7RcRqKClXMivDvDpHKramwvcmXJf\nzNF7jIR7zNdRiCPjtOJHeopzUeeQCl5l3nJIiR4H7LjD23NUJulVqMjRo2rsOcCxiwRCMHhjoRrV\nsfdng3vrhxG5S7Z1/K8v9FK5egxNjWnmh3BvbslPJ+NbJ3h7MX71QZgn+N4j3KjzYNoC6ZRUFbLv\ncYbmMJHvUb4spvCHgf98+P7jIvJHgb8C/Cl/4si4KuUVCJ0sAm8ioWbo/JqZlc5mPDxcePtgvLmE\nv9sMLih/7y4s/ncX5aOjcTONZxZ0dFBZleI61LJvEmdACyUz42SgpoQ0NhGLPAkudlnl4tMm4SKd\nmK4W4tieUmZaDEFTTWQ4p8H7ASbeF+9Sm3IKPjfCrJ4xJKuJF4ZKNEbDb9WRkM7NLjAQG/Qtx2EX\n6OG2hra+KJ6nTXt6TqwRbyxMy22/8HpauMm0DB8dlddTLLaTwucX4/NFuTdDMxZAPJjh6zn89Zpj\neE5pf5wCwk8VYDZ4dCowy7MhRw0mXYjts3OoOYpw1KjXvJ8Jcp/SXxLxnRfNqNalqRh9xigb5BDc\nmeeQjEwiGWZ/Pgb7qM43TvDpbLye4KMpjO8ftXbV/hbPmAdp15f0yhRtrHHf0+XLOEvyCPwLwL+R\nl/488FPEEPwU8GeBP7bzXDsM5vt+5/e365H12GIzk0zInME7bhEEZM7DeeHt2fj84rxZQoV4Y0F2\nswRjWCzO2lNZUJkaUcdi0QbfRtYQCUzoCEP61AVhl8Q0zhWi7N788uv+lTQtQ9E6nVdAuk4AU0q4\nKd9fO0VlZQwskC/NkBRqVFTa1SRp9pntYh9VhlGl2SvtXu1GWJVu2Q9jWLzbrJ/wnCPMaVKOzRMU\nCGZORn/2cLfdTsbvODmv5xyHjMe494DsJ4WDGHepw8+5zWUiAojuHe4s0NvZCuU4OglqsdRKgped\nYWkrtgzGGfci8LBocyuel9Lru0o7JAQPJOX1OcPKHx1HbQao6ukowhvfTUEiwK0u3GrYJxS4OcCk\nC2cmbBHulzSKJ9Or3ZPicEAR7bkeH5vjvfJlIIV/Hvir7v7LAPUXQET+AvCX9h4aD4P54X/sR4rh\nAUFYDx4wd/EppAMh3R8u8Nn9wncvxsMiPCzO3RJHeQPcLwEl3Y2H3IA4p4TIVgE9v0GL+IK2r6GY\nRUWKlb0rpry2/1pOcO6Wq61r9ZY6DERs2KgknShqIRPIpAKKqpl1jmGFEY/Zmso6X9ciJNlxNfCQ\n466Sp2glExnasGU0OLEUG9OqGgOfUPA/XXIVsecoF4uoy2AIXS2KBRiMcEk321L1EQelThivpsqs\nHQz57eIRO+DC2cit4s5BI7V/evU45Bo7L/FMRH+mSiWxua6fNVpj7i2waSFR1laASggHy/+K+S6Z\n96EgeqGAYsgR7FXRpcUctMVMtOUppVJ2JNfzSWinnaQF84iPsXzpYoE4F++oDHEW1+Z+PM7CgUwp\nYBGd+T4axJfBFH6MQXWoQ2Dy6x8E/tr7VNat8oJfIqnKYZ5QnIdLIIQ354XF4CDOqykgYEHLe3NO\nCAc0dpypNsncBsb74htdceXjLhdpAYYq6d9Y6fCJMYIoZYCErU6GJ+jbkz1Ae+ibXkb25vcvL8fV\n2wyaF2LF/SWMgIk+ahynjY0niDnqGs+1dFdwoTIpVZKYgL+aOxkT5krXk8tjEzES3VJe70p5mn2Z\nVtZ0FbhJY/Hb1MnPC5ksN8buQQJFHYQWgFWJTcKqn8PiJSmdhyX2C4iFSjZP3tBA9DljAVK619jX\nGQkVv7aIhprjsKQXaWW8pqtOLUWdjFetXxpobqU6oNTmtZ55NNpx5/D5EsccVsyKWalCQYkXE87E\nsYmzBjM85sE1ZoK4hsH3PTY/fBmHwfx+4E8Ol/9dEflRghp+fvPbc+oEGilF1uVzZFMK16RxmISv\n3cSus4/OcWTWPME0hTSLBSVIxNZ1CbhTGmyDZumeVLsNIyFalXJRxkLqdoX6b1Wvl6948BJ4MoG2\nGDuJiHeFpoyMkaGolAbJ33xwjXbmtHh3uda/TR1qPa3cfgn3kabKxENhcFOtfYdTrOkWrRmL9eI9\ntmDs82KaCWPTdKzlI1eg4jwCvZHQ+81inNs5npnu3ooxpQ1IhGkKQ7AKmZsz6jlpMJaI3oyzFuLI\n9hAWKpb6v0SiEkgD9rBoNyUyGcVZDXWkXC31ZggekF2bfFl9bP9VLotgDp0pOKPa2qdJPObzsyUC\nsG4m42ExLi7MUwTGRYIheLBgBK/mYAyaKpsWJYm1dAPPKV/03IfPge/ZXPsjX7BOYJDWJIRK3CY6\nMUmErZ4m4eNDX46ejKAs7E1IPeERMYZTkyW8FqdpSr921GGLN4t0wUZvEXs5wbImrtLterR99q/a\nmlhyJVWToCr+oVSLui+2bg9hwNnHCr6qo9RLLYkqkwGJIT4jxKG7TS0Sj9ODcuEWalCzQAYlsjPX\nYlBa73udmWAJaSuQRyovwCYJ7YhyJo04gMUyRLgxSGl6/yTkSdlwt4SV/yShVizQz+LIXk8Cpyk8\nUJqivQUGUTk+k7FC2xdRc1ZzU54KvBsny7C6ykO5Y0eQATEWumjJZYSV0fmKMUlHaZLz+cmx6EBZ\nLt4Q7GJhR7m3iHA8TtWv8F6ohTv2lcqgPr+7vIiIxrE8toDHzM4tz77kFuNiAv3uNX5/pJS6gEfI\n8mlSTlMYEM8X47wYyzKoFQwehCeO4fLkHNIsizRvR7ZukP7rJiu0XH7dxlDaY5f4PtRRRekGz5ZI\nlmuUJOQhux7pvaIhmtLJIuw2CTn8CB1im4UtQFUbQ1iSocxicZRZi7iKuIXGxNrf8v5EujeR3MS2\n9AW5QiGWz2S/TeEifQdnJCmp6NVuZ5m1scRYzKqRb8RTcvtWBeuuwKOT2ZjS1akhQCzRzAVfLWeX\nHZUBiK3O0oRczYc0lWF4e/YnaDsG4JWmpybvrDMwL3gLBAtXe23Nq8NkJNLBuzBpGCWfW14YU3is\n4TJ86jF7CQM6ft5bp++Im1hZ6d25LMFgHhbjYks/WWqrH1SLh2vt/MI0kvaMOps2DNatCsjRBvMT\nEfQ3QOtah/k+PF9X+uYtqECYHsnWIw8BJo3cCjMTZkvkT0x0czFpzxfEL6nZt+nG/ZX6fFK4yeP9\nzhIG33U05qBGJbJZPFbeJIWqaDkFalxrE1jVJGRMQDFRKXYZRsST1vFvU+6QtEENqb4M4cMD014y\nwCvyIGhPpEoky6kM3wvhgTEk3cKZSK4GKfsRoy5pV6rfBAbXMULk/vTewwLJkzgfzXC/xFi5J1MQ\nSeYNr2Z4LcoxgzMuJpxNOOOd6W1Q7LvKbwOmILvf+piO8ud9ur6ubzHnrf//3L1nsGXZdd/32/uE\nG1/o169f556ZnogwyEkASYAExVSMEEUr0EXalm25pE92lW2VVXaVbJUcPriscpWr6BJLoihmMMIY\nkCAJEElIJDjAAJgZTJ6eTq/75RtO2Hv5w9r7nHNfv57pASl56F11u+8798R99l57hf/6LzCh+ofz\nriHuPPpOFlsXPbgA8IkD8IgTNXJM2meIWlDzfHHQhpWpxUp0r6Etpm53tYPm92AqNMPTQ6RNi8zX\nXfKQOL6PeiNRSOqqHnAY3uOClzTm+EPLDahXbh/cxseOA7ZR6QOtuz3iGcL32usqntp2JY8O1X6i\nNUM0UmCaazofAEuHNLbu35152owrrRZGx9/R9rUNbzAxkV499J1ER6Y0wueoKEf8PzXQD7ZF6TUX\nwyD0jBbiNUFSGqMFj2rxFE6FxyCNETPlJJ26oPUaSyyTp1Woj3iRt2mvMaHw8u3lisPcye8vt792\nnwevtOk6Km9vIsCilhDz9fWPVjtYUFQ66moDcpG4+hu1Nb0svMA4qCMlW+OLaNRRaU4YVUjbipvg\n7W+sJDwxW0+CNuCJqn+0Z2xTXEZNhKjqEr7Hcm4CiI+CRaM9hOdxEkSCXayl2N5uWBpDLkXkN9TH\n0jtuiW4EZ1oeQ2ui970rFHRbbjwmOFxr54ImYTpwa9NEgLoAr0YgmGimKUFO7aMeYhrzxSyMMRMA\nXKYx9yJWQoVOfH/SnL8r5lKj/Ahja5h7YVfUl9Az0DcWKxptSUJFKy/C3AkzMQytwXun9SqMhh69\nMYwSYZwoCMt7BYj5f1+Oxr+0JnRIUY/4sbtWNJO4EwuWiPf2jVOn2f0oCSnRlXfIV3GofFnDtRIv\nGyc0begwpvSqLdg6vWL+QGtbtsdHNVJNB9usljGaQWewLnAbhBh7rJSkgiCe3kBMysGASUBaYAuo\n+lxHG1sWbd/aQg/bpBRHf0HUJpqJI4q78OHp4uqYWxUalY+RAD02ah9xxWznk6ZdZzbUijKBQ9pI\nixNYtO0agte0Uc2loZOzAnmi48ChyU9ebIPmrJxQE1OlVChp0p0W0Zk7E/wNQgtw746+jss4Rsg6\nTl8DjXDXMdHEbmgK+oT9XIc8N7XqNxAjlEIj6DKjtR4Myq8QzcbaqzlhRCMrtVdhFZ3Hw9TQT3Xc\npUbfYRF4J++0vTaEwqtoLSuT5eWcfd/OOQ9rGV0v8eKAPvocceB32+2OideKvgJVWKVR2U04Z1PL\nkaD+h4EXzy3xGqLox2aQhq5pox06dHS1jlfVBLIs0In1ErVda2+pnKdG6xEktBPLd4QM6Ardt2EA\nm9YE6URgj7Zpw0l6SXyAVp82YeV10nkeifBq1cUFXYUTMWSBU6AR4D6G6kxw0MUygCrAYsJcZi25\nDbkLRAEQA7idf6OadYftFkvh0KAwQiCXkQacVjoV4JkuLS1pT4iCSVhwvPdk1pJZrRvhvB6bJ0oO\nM0jVlHIiiFNk76Qy7FV3bj/8FREKhx/ocLcfmswLP1kwR1RbPspajurst3l3LycQjhpS7bDr7GHa\nyR7t7EYoyKJwio6yRiPtRBzibIyYBmNsY/fG4xPjyYwwzgyDNNHJ5D1pAIQJkCSGlATnhbn1lA6K\noA3E+1YEoQ5Ka6DCUtRH9fmtvhAVIotM1EIbOowRhXhEo1E1z6fp1DFHIR4fk5QiBD3a+blR/oUk\n3HctCnibq+VIW5kqRApMR1B3+rsrxhbswka77Dy9WURORi1TTR9FI0aEaoUnD9gUES14XEs7LqzR\nnIx+oppJRYhhGCEL3BIm9GvlDfMK9mpL8SoIFf6KCAVtC7ZfM066ZKato61pohMisUCg3FLmaF0B\nFliqgimw6BRsY/K3TEjgyJEfTqb3GzWCV5OS0t58RzFoJ1QzOE1DEKphw7iH2umqCOsET42ncoC1\nDVW5QcN2eWoxOAqvWAAv0LOWfuJDGM+RWktfaDgMpNZJm5nARWjjCi+keCoT7fDb9FHo61KkrRlK\ngBgTw2rRZ9+aSTGbMgLADDAPlHQS6Mgq0QSqOk7tRt628HUH1LV2QuTgLJxqS+qGaEN8pjk6XCPc\nE6blbWrGpYl7ts+5YEaGnXJgkPhGAJrwrrLwXNEUqRFqbEj6aiNVEVRXdxzPRoLgRxBvKGph4iK+\n4/9HmkJU5qzRlyW+gyJsUGKtEt5t2q/qfc1tCqgUKL3Srt3W/Ghs/M6mGFc2h7cfuuahm2h9Fl2R\n9grP3DnpUY7TGMdOMGQmwGMNCEnLDCyaWBT97xbNKBTRbEOgIUTxXvetPZROswCdeFKbgHNBQ/HB\no64Tf2BVoGSJVSyCV2dg7QXxSmmmIU6L5+j3AzohEi2X1dFw2nVY5Og+kGa/IFyCL8GIThYHdB1K\n0QxQJmq9ng2XqTxU3qpNL8pjacWQW2kiGwYJXI5ombdD/ie74Md6+QmYG2E1FawRCk+TEt8L/B2J\nNYHLQ30dEQRnrIZbnGg+amotxrfYCS/KHK6Jg2o+lUFj+P+CT+Ev3G53y0ZCJWkty4O05XqAiLvv\n2rGLzh8bbEdDVEeBdg1bHKhh9Vw0BxrjfHHHI+745TQ0PW/ISeiu/K8kJ273u9GBGJGDUcVJYiCq\nY4Y46YBkJGb7aYe1NR5U6EUykrkXrHHkprXDfTAvnLeqEqOOsABopqq1pmGUnPqmfCMPLbeGxuLk\nbolq9YGtifyCt/ZzJGdpzmFa4pQYYSEkO4lthYpEYRHGT7QWXei7NAhwxV0IQ6vpy/E+k0RBTQ5L\n4RTX4INmYDDBSRqiDsTxI8gh4ZQZIcNQdiJcimDUXI1BIk02KAR0bMAmiEOdpIlyMqZGgu/FUDnV\nMpwY5t5Q+CDwRNhx1W0G0q3tNS8UAH2HXgEicXXXmLx2f8TDxAHWnXRKyRXtQe04F/MjpN2vudTR\n4xC5RRDcRid+lc935/J78ZhoW0aH6y13I61QVHRfY22FySNKKmOU988aSAIs1lmD84Z5rSXUMqvm\nQe0JRU5jliZN/Yi0E8GtJPgculIv9H+L+IsaTKxFobO6qZhEI0uOaCHbsVvoNlxKjGklYji+/aZ7\nRh9FLMuG0YSr1LTCQnfVSEIlgvcWF8yjBFEeBg91MJPEaBhxlFgyo1m+CTowKxcTvtqogAmma3yX\noDkaWp6+HRVZIvSNskh7D6Xo+07DAmASNUVi7q6IaQRd5RVglSHM6vJlRtRie80Ihdu1ZtBL9wXT\nqKQL+wZJn5hof0FuE9JEh1dZ18qeG4GQpuUGjG0hm5LWHIgw23gd/W1xyN4uQnELdPuVPNkL2Za3\nBpitqRnYBGuE2ndYnDqpy1HoWfFkiSLedCXR1dsaQ5YY+hYSk+BE/fRZeFIxiYKErOYlVGEFFa8F\nSmoB58An0KMFXDmUbUk96LZBAsbnSgmcCjHBShQdaCRA1iWiJOMgX+wrUW/bbeHwrRPyZfq/s70N\nIQdMiGm1RWsU3eidNBXIdFchRXMNCq9p3on1rKQwzNQTkgfVpRZDHQBxiTFkOqKp8K1PKNyeF0uF\nZkIaE1CnJuaMSMhTCc5VY0mtlqOL+JVYEEcL1qj2Yo1qHq8fDo/sg6Paa0QoCCJuYVJZY5uaCS6m\n20pnZT1yXrnGF5BYq+W2DMyqmqrWSe2kS/TZvYM2zhzBKcaY5oWJtI6q7rUPC5HDN3arKSfcKiNu\nLyTaFKGWVTi16hgUCWp/sDOjaZDaCErSA3PrEQ9FrTZsHvwBBJOrcrWmB3tDjaUWCRRnMU03ALOk\nhQvXXtXieW3YrwhON6Vcx5gAx/VtpagYoTCtKu9N5EsIFGhBZEVTyyKhAljLQSioozCJzrmQFQgR\nhtwS0xi6juQFw7DpX2VWa4UW6HMvJTBM9G4yA9YKiRcIbN5a2Fe10tTCMBGGWcAGiPI/iIgKTg99\nm9AzPjisVdBGxKEXq6HeaGIBhdFsT2s0f2QuIecihFsFz9gaqlodibUoxNuJ0tEXAb+QAXkWr3Vn\n7TUhFAw02Pc4WdNE00CdF5x7FciL2MTjvZoYEgy8aDsrQUoYnE0IioXprcKlTXmOLEsm/hj27ZKf\neNMdeEdP9qO0jMOORdORRDESYo0nsy0VWhO27ODolafQNiuGCatMYnQiKeOR6CQSHay5byHCTmjh\nycFWrhpToTMxpc0JiOQqUXX3ohl9qjWE5C4i6Ej3axOYNHwZ31cUwsZHHqMuiL19LxbTePlV45Mm\n0aLhtbzTFqIJsUp0jAz0Dboye2lSzK2N4DEJLNKWYejf3IBmR9qmoE1TORrAeyrryWJFcRuBTVZR\nk6ICMDeG3Ko/pQoh0l4SShY4CVqbRn2cj8S4pgFxFU4ovNEUdi9gpWG9utP2mhAKEAYwEYGm6lZd\nO1VhvQRH48u3FuMIgg1OJRdWd7WBrW0nEdBoH9GSjYIpttuv4p2J3JyrFRBNhmI8/4LKsIi4FIne\n7CBUGqITiw+JS4kNjDuGTji2vb5BuQnBtEJUF7YmaqCmtmHmwLrg2DKWYaIrWuWCp5rWPxCp4dWo\nsPocIupnMBqxwApZ0ATqGIOMKjGdPgmEp96G1C0fKyoF7sZoMphgG4d7jjUgbGB+Mp1LJI3vIPJx\nmtbZ2LylwPNp9H40LTtgB4xiAYeJMLARWi1txmKjVer5K6crdR40sOgAN9JCmi06UUuvXAeRvToS\nrWnRWDUB6hhNk1DFywTdMzqHg5lAeCfWCj0sPRvCoaLPbkSovJa+q4O55xGlpJPbm1tHtTtCRBtj\nft4Yc90Y81hn25ox5uPGmG+F/4+F7cYY88+NMU8ZY75qjHnbK51fO0VTf+MLr53G1bvAne7nlnNI\ntCfD+uk9znlqEpmp1gAAIABJREFUp8lOOtnNwn7R/mw/i/HkV8qjOMrejR9d9UzjRFIuhPhpr2KC\nCRD3XzyflphPbIDvipY5a2onhOcO/iyUHk1XmLJB9WmYsXC6rRb1SNdiSLFUTphUMHXRW61sV1Xg\nw4z9ZkKGUpP96UO/+pi9p4Iis21kYCGvJGobwTaPnJf+0AsNHo1mdTv6HQQzw8T6EL6jXS3u5Y1q\nWblVoFaDfDAxcuPIjTAwpvEvdTEoaveH6JdRbayXaM1RJXsJoVyvJC6VNxTeMHfScCh60UkaJ2wA\nKip6tPNxTVYJSnJjDBLeWcytiMClLAWskg+lqMDVMnOxQppW9a5EadleBXbpzoQC8C+BHzi07b8F\n/khE7gf+KPwNytl4f/j8ZyiR6ys27TgonaP0vom3Ryl/uEXb1vmYVx7Xy5ZnKA4+WTiqg3OIn1sG\nZvu5fXvlPY7ef/GY1uCQzp11fg+bItOQD8+tFFs0Pg4JgrR2vmHkqURJTJrQVOinmHjkAbxh7gwH\ngcAknl+zChf710lQp700EzqaXC4cI7IYmjW0iUsxLVrZk6VZ0ePkb7IRfQQm3WYFQEK5tODHiPs2\n/dz2bYbG/9WX4QH1l/SMYZQaxgmMEvV1KGgqhghDHkl47toZZW7yBIEiITLhFUgUJqRyhnrmzlN5\ngSDwY83R1IQyhGgC1KQ2HNRGBXNtmDpCuFPCezXMa5jXJmhhurDNnQRBrpRspdeCuHOvwKYqCKsq\nZKy+inyoOzMfRORTxpi7D23+MeAD4fu/Aj4J/Ddh+y+IivjPG2NWD/E2Htki1iC2COiI0/xwBqRO\nBgmrpe4VazcuZivKrSv6gtOpVXXDsy4ICxvuoakG3Tn3y/kPbv178Q4Of1sg9lxY7TyxIG08R3N/\npvMHHTNB4jPqfcS030QMQwu9CIU1QolGEVw4Lva38gQAPpLitmQ2SnGm0zAJdjhCJ1ehjQDEEmza\nh5rOrF0e9rTxmi3WADHBp7DoW4jnVs7GiJ2I76GFd7fLQwh3Bq0kAbLEBPpzoWelUQt0VdVjne8+\nS/DLBLyFVugWYnHY0oN4NQkkSGgJ90wwFwSlDNTwawhzOqFw6hScB83Neki8kBvoJ5rfICKIi1wZ\n+py1KACvqV8SOqcOi2Qper7oohbTSS67g/YX8Smc7Ez0q8DJ8P0s8GJnv0th28sKBQnqZSMIotNJ\n2t9vaSaGwlpvQnwxR53/0MEvey9x7yhgfJhcccBFj3pLnrF4nVdCJd7yKLdJ1bYhHh3vuCW21e91\n5zmsBHBQmKQi6tWPFOtiQpn0MHu6AtDGw4IgbL39plnFBZr3Y2nfVez/6A6OAqkRveGdqLJuguDT\nPsmFxXz/Tlc1GRHBMZMmijiMEQvn2r4+8m2a6IBTDUFzEHScaSalaaIb8bIJSuDigpCK4b3cGHqB\nRMah5kHtg84lHYi5qC0XAVTxuSM8e46oP0cU+6DJUa1fq5SIByH4HYKfwug5vBhKL5Sh/J2E35rI\nWDiPI4Crgs41eRWexr8UR6OIiDGvQhQB3boPZ86cXZw4wUY+SnXs2qmd3Q/9vhhK7Pz6ivd1i1+h\n84knbFH38b0v+hEOt1fieWho5juUXobobzDqDAuw5egAi1POIS0zdKhy1C6eLaY+DhtjdFVseRzi\nwCLOer3noBXV0U9CqNIVzuO8iqbIkdgIy+4wCOfyAXjjJPacjXJLw87B7o18B7EL42Sx6ORIwt0q\nlXyMxDeskAuaXFP0Jfgm4p4NhVw4xtRNZynBTrgfF7SAqNmUVjMpUx/6wqsHTGKf+JYEp2Vd0pGj\nRLbhmVxLqWaN1rXARMegajFElKJXbS6OCr1LhVsrV0IE6ukvMRXAGGkqcUepXMudGxB/EaFwLZoF\nxpjTwPWw/SXgfGe/c2HbQpNu3YeH3ySHftPB0xmkr74dsfR8m0c3Eysaxrf8ypHC4NtuhkVMRnMV\nvV5rPngNtIcpYUWzHeKKr6p01CwkeMgVBOM7OSQgGN95rni80Zx9HU6+iQggWtewiQNCcBTrniEQ\n3KAUIz4kLlaq5ViscXjx1NigzbTahXT2BzqOR5qz6POEM0bth9YppxmDAXsQAFPGaOxe/TJCFbUq\n7bmQndkyS0s4a6SHjxnIMS0qLgg+VKMyQWAnQVi4MNklCjijcGWMYjrEaiWnJDxP7AcJYC4N5Zr2\nrSujS0NZp33pIfhX0qBdOBsXLzVZ0n9P5sPvAj8D/M/h/9/pbP+HxphfAd4N7L6SP4GoxjZv/FaQ\nULtrFLnmiO23qvF30o5S+Q83NRXamdqNinT3OTp559XcyyEyT1FbvHaOQgTnrVbPcsK8FkpXUToo\na/17VgsH3jMTmHitHeC8bdJsnXOhsEucuIAxpCitmLEKqbVGqb96xpNbJSPpJZZRYhhkhkFi9Htq\nQok2AnhJWgEWfD5KY6ZbnYf9Ys7utKIS4f61IZl1eKw6KuM9SauNQUusoquf+hSSgKxsxkpQsaNz\n08RzGDqU57R8kKh63ZT3UbdB4KE0zYmt0UmeBO0DgQrVbgjnsRLqWlpPEoB3XoRpgFxLczr1ySRG\naehjab2GC1I0YhC5MDGGtBl2KvBzojBox5a1keQnOISDcPEopiE5ajLdpt2RUDDG/DLqVFw3xlwC\n/gdUGPyaMeY/AZ4Hfirs/lHgh4CngClahfqVrqAP3UxKBbc0XIG0Nle7SB/1kHdmON2J3+Eo4bNg\nWDSLqrn1mKPOZwLW3ZhQaMRhREuHRRXXeU8VzF+COZJYG9Jg1YbUcgVR1dYalalRraHEk+DIK6Eq\nwc9rilnJzkHFzlTYnjku7ZZMnRYn9Vi8VfMEE2CyxkIiEEJiJlGMiLWGJIU8F/IsoZdYlrOE9dxw\nfGA4Pcy4e2S5eMxybJQ1PSMRJ4JCrp+6esAjX7/MU5d32ZqV/MQ7zvE33nGO2seBrLajTmw9MhFV\n0zE0qrg6GgMwKwSzRXSCYWJkwyyaN83Ea1dYF+KDBvVXuGgmSfvqFZwkrUmCCjrlMpBGuNqwTxru\nWzVMg+uacoGQJoujyeg21VZM58gwaMIc8NHeavQ709TxNBLNJGmUJmWxipiNw6jbl293Gn3427f5\n6YNH7CvAP3gV9xDUs1DN6dbzhX3+klX0l2kaJ9fyZocrLLXt27uXOBBSoDaOshZmpVCKJUss/Uw/\naZIGB5quNGOJpoCAb91KUUGK8KKGxTlEK0TUVHDOUxaOqzf32dopuHLjgBev7PDM5R2ubpfsl5ba\nW2yS0utlLC/1WVsdcHylz9rSkJVxxmBgGfQMSQ7GmsDLGGnHLJnxlLVhv7iV1j1OkJNrS/yt99zH\nbF6yOy2YuIIyVOp2QaMwIdMq0q3HdxJNi8xqqTmNyUDsDR8Fkc6Z1kkNTfkKiFRyBFMjmCwmCmw1\nL2w0N+gIGgIpLZqcp5GIUGuCWFuhW3+0q0aqQNL5b5uCuyYkMKkAk4AxaCNJJpgScZGIGoMQsR7h\nGcM+HT2tcZTW/lZo/cu11wyi0RuV1LGZ5iX+5bZ29b59L6n/oE2VutPbuH3EIbqIAHGURcX2QcEs\nTZh7CyYjAbx31K5CghPPhgGXBobixFqyzJBbq/UCEwU2xaQZPb8PtrbHR6GSgKSWfs8yHq8hd3lE\nTiHOUZQVB5Mps3mFqwWbJCS9nGG/R5YETUJAvNeK384p3NY5qrpmUtVMS6GoDQfOcXVXAm2bb/wa\n7UAOTjCbKrlLYujnI564NCPJDP3E0ksNaabJWmlqyawNq552Y88Io5BNWIlQBX9FHVfRKBCChyNO\n+O57TKKA6XrwohERWJobhTSYESKdgrCiyMOcSBrbOl21SleY7IfGjgqVGF5XwRPZ6Dya49PU5Ixe\nBFHfRwT6Nrp0YGuuo4bg2+SurjCN/iT5q8i8pACXWyVay8nYEf1hS7e9kt3eHCoEqvNX2L/zbcGA\nMO2vjV33MieRkJtgBA4OJnzlK1/nkd//I64Mz7H2vh/i8o5l92ZBuTenKub40kFVYXwN4lRVFhfs\nfE+WePqpZZinLA0SlkcZx5Z6nFjqc3wpY3W1x/qxIWtLaqv3eqnW4jS6hiVR1UbAJgz7lmEvCyoq\nlDW4Wic+4vG1o6gck3nJwbxm56BgZ2/Czs4B21vbbO/ssbe/w8Fkj9nBhLqc4ssKX1eI1MQyfsZY\njEkhSUjyHrY3oD8Ysnpig+FwicF4mfF4xHA4JO8PyPs5g17GKM8Y9RNWBgnH+gm9vkeMocZQiAJ3\nXJhk8UUlotUiow9AIw6RDdlEj3HQPGL0Ioht0+IBYuSBoJUoXqEdTLEocNQOjKpmSFz1aVfyKBSb\norYdinjFlkTmKpSYxgT/kmjFs6aWS/BYapGdKAgiD4TEQddoR3Gc/pXMfYgdfHiCxXyCJkzViP2u\nUOjYTJ1YZJy0C+czZnH/V2x+4bhoKcfQXBdLd0vHhw370xlf/MKj/PZv/w5fu77F5PXfAxt/Df/n\nHr+/j5nOkHkBrtQEBEGLrTiH6pYVuAp8DZXD+AqNjXuddL4m8TUgpElCf5AzHKQMc1hdHnDy+IjT\nJ5c5fWLMA/cf59hyn6VBj0GWkqQGbEJdeaazAowhSZQ6fDqr2J7OuXxtn289e4nHn3icq888wfaV\nS0wPtqiKA1xddSRjq4W1wdA4WwWa2uBxingwFpMkJGlOmvfJB2N6S0uMV04yXj/JsbPnWD15jrW1\ndZZXVzg+6rE6TFkb5xwbZuRZ9NXQXstA5OX0mFYIRtyAtJmySdAo4r5AwBRI8GPou04kOjsjYE7z\nVRYLzeg01wSq1ky5dVho79SiOJPoDwkLfmMC+UgEwyENV2I+hbYuvB86wqCz/S/dp/DvuunwCZ0c\n/m7QeuHv+M4bUSCdHzuPHJTUhaEY97idnvFyHdbiwmzjfIohP0X+LcbpvfFNFuJ0PudLf/oYv/Hr\nv87XXngJ+8bvYfbm9+PKIXK1wOzdhGIK1QxT14ivg8vYItaBqzXZgfDdOV2DnAMftnmHiMKb8Y5a\nhPmOsCMOxAUPvC5uiVQsjTPG4z7HTww5fWaFs2ePc3JjlcFwyLmTyzxwfpX9acHmbsGTT17h337u\ns3zjK19g89ozVPODsAplBFcWuoYmtAIg9kQEN1cQCs+3IcwKxVKGlbU2+NpTzSfM9g7g2hWu87i+\n98SQ5Dn9pTWWN85z+uKDnL34Oo6fvcD6+hrHlwecWslYG6cMEkUP6kodmJdMDKOGlGoTA6fh7YaQ\nISERKa7f4W22Y8raQG+3ODJiGc5YySo6BLvi8YhB1QghoVvPw7fnjeYDbaZsO/aDYGh+iGhOOTTG\nWyTwq/GAvSaEArQxbqAZxD6oZjZ6XDALku8QM5tubyau6ZxtUTdY6KDWA3Vk6zo/bxVOConxYeAZ\nAeMtRjxlXfE//dP/nc987VEmF99J8sM/jdgzlLsVTGaY2VwnRlIj1mOGBpP0MLVH9ubIwVwnvfGK\nuqsrqCtMClKXUJeE4gZETD8xQ1GCvRJdcU4FSe1qticHbF91vPik41FfY4wnG/W494338Q//8w+y\nPRnw3NM3+Pgf/BGf/cQj3Lz5PF4sSA8Y0k5sE86fEuBFKK1r+0b1U9IKjNiLnpaHOEbTIxl71CgC\nNasT/Kymml1h//olXnrsc3y1P2B8/DSn73sjd7/xnZy990E2TqyxcazP2ZWc1b4J7EURaRiXh8CV\nYUCkC5EO/98yc/S+NSW8PYeakbaJYvhoakDjC2oXoWBqHgJ1RSRjBJQpelfBb10NQwgAr6CdxpRz\nPe6Qxmvae2isqYhLuZXY47btNSMUlHxCJ6CuuIDzXJtuM+j1Wc5GDbQ27lMZh3NCnqQtKnDhnO3f\nzYuKg+JV3BfQ3NtRPAhRUGgUxfHMpU1+6zc/wudu7jP9yf8Kf/x+6jKDSY0ZC5L1kKEBk2MGy8gw\n04ogiSCbe8iXn8a4EslzWB4hiQXnsFWJLws1N0oDJpgbtVdzQ/yiV82LmhyR6aOxOW1YOTPsKOPe\nt9zLP/hPP8BdG8f4wme+zq/9yq/z1BNfoK49MKbVAOKKb6CjLbQ+/Oiclc5+/tB2wnmiRhet7uje\ni0KuQoVD3fleAhX1vGTrpefYeulpnvzcx1g9dTcX3vJe7nvbezl7/i7OrA2453jOyjBVp2KYkAu8\njvGfgELVJzQ4H9KzjSGiJCNdw4LUaCZ1BBl1DElR52PESBD3O9QL+nMrjOLZW0yGaXovojMNEsoZ\ndpyh4WGiIGjvsr2qexWqwmtCKAhQiycN+P9nJzdxvuDG9Aa/8sVHOLd+mo3VC3zfPW/h1GgV54XH\nNy/xxauPU5gD3rB2P9annF0+jkkSVrI+lfd8+cYzZGI4P15n6uecHa3TTxKuFQfcM97QlFhRld+j\nmkdUHKZVgTUJgyRhLjUZCbvlAYJhvb+ENYnubBxIgsextTvjD/7g0/zGb36YSa+P/Oz/SF0NkImD\nWQXzEsoCkwqymsMoQfKwsgfgjhlkmBOrSDaAJCNw02OSBOn3wA2QQR/jHVI7qCuoyqA9zDDTCuYF\n1JX+3iyUWtlJoiqVQH91mTe+9W7+i599P+urQz76O5/i13/ll9i8+VzQDAIDtpKodd5WN3R8mNAu\n/h0FRQY2VXOnGbYJGAtdDonF0UAL0Ynuuhikq/HMgDlQUFUlmy8+wc1LT/L4p36Xcw+/h9e/53t5\n4f7Xc9fJIXev9Vkd2YYFypA0ml3Mt4g+CSFC1bvPE70f6oCMC1M0OwyKo4iQ5vgoTfxAQAJbtTJX\nteaAyqRWU41LognUeHpTrcCywU6NVPZa0iIiKjvJg00YImphsZT9nbXXhFC4Ptnm/370Iwx6Q/DC\nJ7/8ObZffJFTwyX2tyacfAAe61/G1BWpyXh68wVmW9t84TOf5/6N8zyy9REqIyyfXqMQz70nzzIp\nK554+nHySn0Bfpzw9ofewDQpee7mVX7yPd/Pvql518ZDVGlNTs6N2S6r+YgHV8/xf3zul9i9csDp\n0+u8sHmFe9fP8fjlp/CS8o9/9O9xdmVdwSMeyqrmS1/9Jr/4C7/Mty5fYu0DP0r+8HezMxmodjCp\nkHkwFdYSzCjThVZqXcEDRToIspRj3nAa89xN2JwgwZcg3tFQ/EqAoyTqJGQ0hGQE1RDZn2Mmc6Sa\nQTGHWQFlpb4Hrytwai3j9VXe/Z4H+Zm//dcYDFI+/Mu/z2/8xi8xmdxEGNH6BYJ2YPoYmyFuEmiN\nB6gt4zHOI84HbQQWJrpJWu2l8SsQzt0VIN3W1Syi5hAzFjwwotUeZsAELzDdvcG3PvMIL3zl05x5\n+D28/f0/zI0HH+Ls+oi71/ss5aEsXlSYmmu0xtBt+RyRW8VXOJchrsTtxExo637EBKwFJ9ct549H\ng9bsaAWMOgyDmDGHDhLVJ5LwQxe8TkebeDVFjsyrgeD+u2rpqC8n3/mQAkJwTF/cJfcZFs/kYMrx\nu09RyZzs2DJVZSh2DhhmCeXenNnWAYiQ9XJGJ1aYbO9xcDAlSTJ6eaKx/WGKl4J55SinFf1exupD\nG8zEM9w4xszPSedQ1TXrd53lobN38blPfo7p12+QjHrs39wi6w3wRQH9Pm/+vg/wtre9gcGxZd68\nci9/9Mgn+cQnP83oTe8gf/+HeG54mp0DkOtzmFYaPUgcZpRA3zaT2tQefIkkIUxVlUhIATR7BVzf\nRzYnmIOpTmhDAO2HSWKN+hyMh7pG5pWaE3jMIFGBcjCFyRxmM5jPGA7h+NlV3vHwg/ztn/pr5Knh\n13/x9/nt3/olpvNtFQgC0KMVDGBMhlk9ja8KDE5NmmhfCyr0ysM04kGTsonim4GQgaTnl6OEwqKr\nrOvwWxQSNa0WMQ3bDoBZs7b3x8vc/47v5h3f+6Pcdc+9nF/vc3Yt14IvmKAVRDxInJAm+BwWp5f2\nREijJxLGhKnsRbWBcI/GeFIxjeYZQ44v5+6L54cgbJDG1WUAI24RDEUwuVENMGJ8or8hmrPxCCuG\n973rbX8qIu+47U3Ee3lNCIUsk1N3b4CBclYxGFjKWjAuQ7xwz+vOsr21y2R7ymReMt+ZAdDv9+iN\nMmbzgqyXatpr7UjSBEixuaeaVOSjPoNVONibUOzVJJJi+yl14RguL2EHFSfHY25MD3CSsru3zygZ\ns3X5Jt4pMvDY2gqz+Zz5pCQd91k9tcbx82eZ7swZrJ7n/A/8HZ4+8zqen+bU0wo/qWBzDr7EZA6p\n5jpprEXJ+0VV6rKEXhZsll1l2TQW9nbA9qCoYGeibCmlC7hep34CfIhAAK7GSHz2UIp9VkBVYGod\nQGkqfNfDq5w/dYof/tF30bOWX/k3j/Dbv/lvmM12gB5CBiYDch2dgdEAI5jVc5DlyNYNImWcGuo2\nML7EsdR1lZmQbxx99zEaYfQaR9J/HDV5DguLrmlR0AqOObCPCggVmEvrp3nH9/w47/rO72f91Brn\nT4zYGKeh/qSgVa/DmbuaQpzIBrp1QrrckQSTLOoIJuwbGbeaNbuzxHefZPGpWkdhe3rXHC/EuhJR\nAKhQsCgPgwqfIBaaiINBjIqb977zrX91hELez+Ts/ccopwZfesarOf1hjjuAqy/tQAJJaoPxZ1lZ\nW2ZvZxfvDNW8IkkTsoHBVQa859ixEQd7FQcHU/pZxmxeMjreI+9bVlYGXLu0x3SvYnl9yGjQp/Yl\n416P65t7TCca7x8s5QxHOZO9Qtl4ByllKfTSHqfPn2E+c8ztkAd/4G+SvPkDfMkPuH7g8RMP0xIm\nla7SroSqAFcoMqh2qjn4MLFjaqB4dS4SDNyqI0Ccg2mtx/cyFRSzuToRETWOvSNbysl7KdPrB4ir\nAnebAxF6Kzn9E31+6IG7+NCH3kaWZPzWr/0+v/Er/5rJ7CbIEOgDqar80nUqqmZi+suISWG+TxuF\nCE7FZtDHbZ111prgU4jRiKgh5J3vh/Xil2ndyJKACpoqnKsrKG4CUwwqLM/e/xa+60f+Q04/9AbO\nrA94YGPEUj+yQiUtGCnMiUiUsuDUoyPuWsnQ7iHQZREwMbW6MasWlPrFyFnQDrouSQ0otX4I1QiC\nAAyVouInpoYbCdUzROeLD/6dOxUKrwmfQpJCf8lSTR0HezMO9ub0xz3GSxnrZ4ZsXt0nsYaqrqgr\noV7J2Di+yqQomSeW8XjA7t4eq0tL7O3M2N3ZJ0ksaWbxFgbjHuVBzf5mAbOEeg79QUJihaqquHll\nwpV6lyxLsCHU5CqP8zWDZeXMGY1P8Ma3vJ3p9oTHn3yejbd+Bw/99b/JU+PTPD2tmU4cMq1hWmIm\nHikqzHwG1RypKqgLjRB4D1WYzKJqf6zfJt6HUGNQsZuUvBozc0hmgRrmwV8Q41oO8J5qq6SqQrTB\noAIlIHXEOvJpzd/48XeQpwkf/Z0/4Td/9V8znV0DGdGGELsCIWgJoUkx0W1xgMcEqqjmS3fKtJCg\nW5tvBCFN9D+GNm8nEA4Lnfg9ajMJ0AvOuVK/MwAOEDap6ykvfPOL/Nbl53nT93yIh7/jB7m2WfHA\n+SUuHk+U85AWuSjGhBqXuuq6Try/m7akqr36TLt6UtzPRiFPFB2m7aqOet/0MdL2Y4BEdxJcgsDR\n36w4YkaoYhVsU1vU+xjLiUDnO2+vCaGQJikrvRXm/V1OX1xm6+oBk6055X7J0mqf2bRkul/inQNj\nqIpdrsou4hw2hZ2be+RpzqWbm/T7KcfPLJNnOrF9aqkKYedahUlgf2/G/sGEfj+jP+pRVY7KVRpp\n6GeUpaMuPf06Y77rEOvJ8yFvfPc7uXG15MrU89DP/Jds3f9m/rjosbvr8DOHmTpkVsK8RIoaihKZ\nzzU6UJfgSnUWCkHlVy9xsw1R7aAq20Hg1GMuhUNQYJOZVpAasnHCeCljr6ipbxbKzBrATEQnZMiz\nN8DY9vnuN99Db5Dzx498jl/9pZ9nf3IZxR6oudUO84ZInoVJ2kz6dpC2JsbhydocFLxx8Tm97i/q\nD2me3dQgGY0wifnN3fPc8rUrKIIgJEE1kCgYV1HhcBNhm4Pdq3zxIz/P9UvP8K7v/7vc2D/LCycz\n3nbXMmvjlBQbcgdayL0aQ765J6WuN404CllLTX5GIgpist7z+JVnuDnb5+zqBhsra/TSHO8cqc2D\nhrLYvxHPED0aicS0a984mQ2EUHOF2EjUFvtTQu4MIXIVQ72voH112mtCKMynFU9/7SazYs6JM0us\nLA0p9g8oC4c4y2jUYz4roZeSJAlJAmmWIJKwcXKF65cmbO3ucmxtxOAYzKsZu9uOunLkvYRybhku\n5WycPc5sJnCl4vipJXwiLC+PcYljcrMkzSzzokTw7O5NGK8MeNNb3kRdWR57/Bnu/c6/zjvf84N8\nOVvl6Ymjmtcw9TCvkLKCQoUCRZjcLoCMnOYySF2rwy1GHEBHVV0HxGKtE0gUnahqYNAs6koX2L7l\nxF1LPHR2xM3NGXuPXcccFCpcAi7BGNQRaBw2T1jr53zwrffwN3/sHXz204/yi7/wc2zvPIeuplEg\nHOXsi0JBDm17pXXn8CCUQ/93m+38HzWLowZwV+OIx8R7CUSPONVcpCPgjEdLwZ1EGAJXqasZz3z5\n40y2rvPeH/17HMwucOnmnHfev8LbzvQRMaQmiZnLOvnDrYtAKsKkmHB1us3ScMAg6VELDGyCJJbE\nC6VzpMCsmvHMs9/iMzc+w7vf+nYqV5EvLfMdZx8mtcktuBeRVn+I/1bVlBs3N6mKCaP+gH7WZ39v\nm+3ty5y96wHGg/UWHCU0GoYJeSdJLMR8h+01IRS8F/b3piSJ5doLu4rsshl1VbB1cwcvnjxPOX1x\nTD4yeGcwtTCfOqpkTpU41k4OOXF2CZGKna2a0VKPyWSCcxXzA09dpvSGnqKA0WDEaC1nMi9ZWxlR\nnpzj5lBqSWGyPGX99AZnz51je7dmfO4iH/iZv8v05N18dmp5fuKoJx4zc6oRhIlPWapgKGuoC6iC\npuBqxFdiMmazAAAgAElEQVTBhxAccs6r19qHbQTfgYgKEDxmkGr0Yj5HMhifGHLvfUucOzng2Sd3\n+daj16j35kHr0EQhO7TY1GpEYmXIUi/lA/de4EM/8U76owG/9C/+LzY3n4QFJGIXcXi48E43lTBO\n1rDaL2w7rNKb9ngpO7/ZzvFHOQ+jJnFIS4GwIh8lMAxIEnY3hz4WjA1ZjvH61/Gyz9VnvsLnf+9f\n8J0/9vfZnhznD3cqnll/lv29F/k73/Mh+r1BUIgMlavweGrxXNu5zq/+3of5/Kc+x1u/+23cd/+9\nvPDU8xzcPODYhTUevPsCn/3jL7A/nXLhwgVOrq7iXrrJJ658lO/+wR/i7SfuI7OJCnwx1L4GAZto\nbqcRg4jC3h978jH+5I8/w9e/9gRZknPx3CnWV1eo6hnn7t7g2PEzSAV5f0ie5sEks4i1WG8aeWnM\nYTzJ7dtrQiiAoTcacPrkGpcvXaUoKtbXltjeqjFiSBLo9VJMv+bYxhKDpQEbqwmf+sMXmV6FU/eO\nOXN2wLWX9nEVJKmnrj2nzh1HXMJmsktdCQc7HvGW/f09DJ7hUp+vPP0MeZaAJJgETl88yXh5nZwh\nu1PLW77/Jzj7nu/lWenzp/uOF+YV9Uxrdcm8BDeHooZ5DUUBZfg4p4KhDBpD4Ew3gQZNsQd1IwjU\nr6DCQaxA7ZCdAlOU5Cs5Z+5d5fV3j6Go+bNHr3D1xgF+f4qpShJrSEcZrAwYjnMePmU5tZbx9Ssl\nD6xv8KGfeBeD5SW++djzvPDSo7RoRI0yGPLg0ipofQvQ2urx4+LragbfooZxlCnRXdU7wsJ0oxXh\ndxP+l+5x3XMfISgWtgcTpaFWakIKnfuKQqlApODKs1/l2a99ngsPv5/92YxNt0I5eYmPffnT7FR7\n9Ic9+i7jq09+k6Vej6Kq+bPPfZ4rjz5Lrz9i54lrfPyLT+IPPNYnbH7rKuV9u3zjjx7jxrVNnln9\nFkmeUk4L7nvXfXzpTz7F9tUrvOcNb+f5rZdwRc2jX/8GS8MhZ0+ucfH8Wc6s301Gj5s3r/D7v/0H\n/PHHvsipM2foL/Xwc7j84k3K2vPC5R2+9rWXsHjuunCS++49h3M1/Z7hxKmzLB07i00ybGJbQNMd\ntFcUCsaYnwd+GLguIm8M2/434EdQV/LTwH8kIjuBBv6bwBPh8M+LyN9/pWuI90wP9niprBnmOQZL\nWVT0egnLp/oMVy3ltOZgs2C+s8P6uZJimjHf9yyt9lk6NmR9dcil53bZuz4HgcmeY+v6VJlusozV\n9TFVYVkaL3Fyw3Js5QQrx3o8eG+PrS1HhaXyMw4Opuzs5CyfOcf3/K2fxp6+iz+fG74yrbg5d+pA\nLCr1G9RzUjuBpGJpydNfrtmZFBR7HjutMGaOMzVSeo0aeEI4MWQ71g4xro1IiFOcUCJI39IXuOvC\nBufPr3B5s+DzX7jK7uYebpwiucEMDMnymPu+40He+/4HcNMJw+kBr7P7fOPxa7zp2AY/8qH3MVhe\n5qlvXeEX/+XPYcgxdo0sH3Dxvjfy8Bsf4NSJFQ4OJrzw/BWefvZ5rl69zmw2p53AHJqoEYTU1Sqi\nL4Kwcwtfbic83KrHHhWSPKoZFvkxuz+FGxRRNJmkYVuInMTfsUAGsgzsATXelVx++lHuuu+dpN6w\nZQesrLyFy5ev8eVP/QlPf+PPMc5jKiWbTdOMvZ0biECeDrjywhXmW1MMKUU5oXi24tpTm0z2S5ZG\nx0jJ8XNPPx3z3Jde5NkvvsCfnvwqH1v7GDu7MzJrMV4Y9AeMlnq89c13cd+D97O/N+PPv/xNrr64\nTZLklLOaZMkwmxXMZjVVXbO1O2HQn7I86lNPX+LmlZv0csNwkLGyfpXz9+7R6w+pnGN5efkO+/nO\nNIV/CfyfwC90tn0c+EciUhtj/hfgH6E1HwCeFpG33PEdoDZUXTsm9QFFkSICRZmAcYxcwvLKCjsH\nBxzcqJnNaravOi7cv4yVFFv3uPSVLV76xg65yVkarLC2doKNE8dZOXaMs+fOcnJjg/X1ddaOHWd5\neZn+YMgwH5D1cow1TA4Ktrb3uHL1Epub15kXfW7WK2zv5lyi4JndgnK3Ij8oqcsCX1fqGEtqTFaS\npo7hOGGQWvYGCbYWTp/KuLjk2dqzPPVCgbOGqugpRTAO43KQCrunwCQzdQzGGePTY2aJY2M44t33\nHqc3yvjDP7vGpW9tIwclYhOYqBOtf89JvvP7Xseb3/1GNlZSTuY1W1d2eOx3vsT2Zs4P/uS76Y+X\neem5m/zmL/4CX3v0U6TZGhcfeD0/9bf+Bu99z5tYXR0rjMAbyrpkZ3ufp596kS9+9s/5wpe+wYsv\nXsLVgdcRC0mO6Q2Q2YEKMYmApRitiMKga2J0HIrNJ9r8bShP2+2cYkdpIXEARb/CHCSnTdGWNkLT\n5BMHwcAyMAEKZge71MUMMSkHe0JVCOPxCd7+wb/H6VOf4M/+5BH2Drax4pn7iWakGnDVlJvPXWE+\nn2GxDHojjg2HTCf7VOWM2ib0B30GeY+q9NRVxbnzJzHWMr15wABLUU7Z39/nRi2cObvBU48Znvja\nC4gY9vfm9PKM97/3IoO8jzWWWVnincfahBMrI0ajHv0sUZTqoE9qhdnMcf3JTZ58cpPpvKIoHS8H\nnDrcXlEoHFUIRkT+oPPn54GfvOMr3qZFEpVaKkxIPR6MMobDlHoO+zuW8XiFk6eWuHD+PHk/5Q0X\nlzh9+hTHT5xgfeMEF++5yHi8zHhplf6gT2ITMEk4eyc2HP8VEJGgbaxw18WzbajIGwovFJWwM624\nsTdj8+aEa5enXL96jc0bm2xu7rG9V7I/r5jWJbuk1P0evpdyxUJxaoUqyamNJemniLWYnsU4QWYG\ns614g417Rzx0YYPV0YDCO44v97l3Y8wze46P/tkVrl3eDwtcDnsVpqw4ftdxfvD7Hua9b7+LU6vb\nVO5JnnluyCO//BTHDuAnfvIDjE8c46WXbvD//Npv8IV/+1G81Lzrve/jZ372p1g/tsLBtGA6LcIL\nMKpmknPh3oucvetuvusHPsDvffgRPv7IJ6ldRcBmI76ANMGYsTpMm9qVQW03SdO/bXMagUBTuht1\nP+50C/bgsKlwlLPyCDNFCNfpHOc9LXoythR1tFbqnPSeRARfV0w9eOcpywEnHvwRfvi+N3Pl8c9y\n9VuPceXyVXZ29khswtrqiJtb+9R1QS/pMe7B6nLKKDOkiaNyBQNTYLxjvJSxce8Kayd6XN88wMqc\n42sjrt8ouXpll9WVISeOGXy1R1040iRhnAr9rOaukwN6WUVdQzGDg7TG+xRDgnMVaSYcXx2yNHJg\nMqrdgno+x3lDlsCsrLl8/eDIeXdU+8vwKfzHwK92/r7HGPMVVD/7xyLy6aMO6tZ9sIlh4+Qqw+EQ\nkZzjyyfojwacvXCc+++9yMkT51ldO87S8pjV1TWWV1bp9/tkWU6SpCGEFNlnFtOrGySZ6TJGN8Gk\njoascV4MCBabCIMUBrlwbJRzz4kRXFzDubO4+gGccxRVyXw652B/wu7uHls7W1zd3OTq9U2uX7/J\nU998goMyZ5CtMyuXkDTFjTNcPyHtJYzXE1734Ane/vrjbKwMqL1heZRDmvCFZ3b4xBdfYOvaFCM1\nkgmml5D1h9x3doPvfdcF7jmzhJvss1Xs8vg3nuSLH9tipTrJj/6d72O0scL1q7t88qN/wCc+8WHq\nekZql/kPfvrHOXVmjcxmGBOTJ0WZfLyjrGoOZo7JRCilx7u+6wN8/etP8cKzlzD4EEJNoJchNmgP\nEWHpY9gMDZnFrJ0GUFTSmh0RyNSPb6o7OPT/26b7HuVfcOrQNL1DAiCc29jO+WqN64dkoyzPsdbi\n68AQXZeUBsQkOG/Jxmc5/96f5n0/JIzdLrtXnuHSk0/w9NPP0hvcYHtnm54Yjo+XmOzNObY+YGN9\njbMnl+hnGTf3JniE3jDlxeevMZ94DBWusJSzKT1rGeWGlZEhMRX5UspsqpyauXFIOeXGVk2SGlaH\nOSZ31E6J4ftjw7Fly9KwRCiYzC1ZXTJKHM4K1mZIVtG3JXfa/kJCwRjz32kP82/CpivABRG5aYx5\nO/Dbxpg3iMje4WO7dR9Go7F85/u+l4cffgeve+ABjp86yXA8ZLw0Js97JElY7SOjbRwzIXzTVPgR\nDfEs+M+72ql0NhxSQXXotDZ0ZOExnYFpjCVJDUnaQ8TTE1hehhMnfTuxAO8dzlXs7e4yn82ZhUl2\n9caE6zcO2NsqKKqKExsZ60PL7gsz5r2a/lqP4kbF7z32NF/55hXKKcSyRInpsXpqyFsurPC6kyP6\n3vPC05cot/e59Ng1vvnYSzx070V+6Cffz2B9heubB3z505/lYx/5ZebFPtYO8ZTcfeE0qVW+YfEa\nbdHCMB6cpg77uqaqHXMH6WDAO972MJdfuKR8Lz5EWFwK2TDgC+JqbwM+guAjieHFSKgCTd6CZOH/\n6GA9HN3ovqvu+zrKvIjOw1rNmQWtI4QpqWlMGUqQORI4HfqDZWzWw+CxDa5K8HVJZYV6mnHdC6kf\nsXH8HKPX3c173vpBvhuHpWA222e+vc3u5cs89/jXePrZr3HieM76WgbOM1oacWN7xkuX95hPasRD\nUdZUI48rhOVxj7vPH9PCMN5QzR3eVwx7KXmaYp1DqpL11ZxhXiMVbB3MECMsjXoMc6iKGeN+QmkE\nW1dUM8dBqbybg37GhY1/DzgFY8zPog7IDwYGZ0SkQF3YiMifGmOeBh4Avvxy5zp/4QL//T/5Z2R5\nD2MtibHKOn5ExlqT7HGEN7Wp33D0HXeEydGe2IVq0If+1+P0DuIvbQ5NWJmS7n4D+oPl5n6NVEFg\nxGBDqcjJwlHMCgpXUc8cV69u88Fz27y1Z9jcKbmxs8tkYqiyIauFpf/0jG/8+S5nlsasr/Y4Pljj\n5AMb/PD3fy+n7znOza2aF5/Z5NLTj/OR3/pFDiY3wAwRhH6/r3UQfY0V2N+p2Jw5BmlKIk6xT6Vn\nOivZK4RCIHWGY+cuMlo6xu7OLroiG028coIxaRNXb7z8Jk6+2FdV53tLsKItTtZX8o4f9Xs8R4yM\nFEAa/AZR+6hoU7Tp7DcF5mA8Syvr9Hp9fCrYytOTKCgFKWuME8racXlesbWVkKUJaZqQJQnD3JBn\nI7J0GX/6AhsnXsdoOSGbvUDeN2S9lNLVuDpFTo4Z788RDNNiwCBNOb9xjK29ffp5Qj+DpWEfVwvV\nPKUqPV4cq6OEpXzAypKKv+nEMS9KCiektub4QJSvMzdU85piPmdne8LBvGY4zshSz6nV/BX6t23f\nllAwxvwA8F8D7xeRaWf7CWBLRJwx5iJaefqZVzpflmX0h+M2KSX8c1QJN7j9pI57HBl+Mbfu1/5w\nSJhI9HF09m3gprcOYLnlCzS0HI0MyUJdgIiTTzTy0IfRyhjNszecv+8U73zfGwAlT63rmqrylJWn\ndpVq6LOa0ahPMlT1vaxgezLlxlbB9n7J9eef4bd+9V9x/ebzWDvGZiexFIzGS3zj0ccUCls7nntu\nm910iePjMalYrh44tqeW3dmcnfkcLyXrmefK5iaVlGqrS2cV9qU+Q9OVwZwwljZVN2Y0RtitQ4VC\njDrEXIgWnNRewXbO0e3k6MQMfWwSIp5AWYzq9mhjG2HVMByZBGMGCuxJU9bufpCi34fa43MNYBgR\njNXiMgmWOjFU1uK9QUohrRyZESZTMLbCk1JjsOmYi2ffhzx/jWo+0+CHTcisY9BLSdIBZSEMesKo\nl2KtMF6CPM3oZQmn1hIGKUid48QwmTnGPUMyNBjjmRwECLMDP3csHe+xsZpwbJxqWkwNNhHOnBhQ\n1o7aOMYDw8qIO253EpI8qhDMP0K9NB8Pq2sMPX4X8E+MMXEp+PsisvXKt2EUkQmNKRAdg5EmHBZN\nzAUAVzNx46+3CoWuTDC3ERAt7jyc14etYYBHfpKF8zY84dAkv4ad7OELY1tvuD51Y54066hPQoky\nQ+2E2llqp2XkyyqhKgquXN5jsOQoXEVZ1MxLx7ysqKqC+fYNPvK7v8qly0+qOcUA7/bA7rO/u8X/\n+s/+KY2TNTyTeBOqUAlVJepU9Eop2vbGKrBGOyljp7V93zyLaL+IGGKBuTZfIEYdErA5aZqS2ASb\n6CdJE5LEkiQZJkvJepYsTUiyhDRNSdOMJMtJkowkzUjzlF6e6/csDfuk2MSo2WkzrLFKn2ZSjLGk\nKFzeeahMSu/4CYSMNBMGvn1hzhgSb7DGkCbBE2IsWMitVnjChnw0n5BiKJxwIz3BulkmsQXD1NLv\nJYxSS2IKnCRMZo5iLqSJYVo5VpeG5Lll0EtZzlLWlg27E6GqwXvNx+hZw7CfkXpHXSecWMsZ9gac\nOpZybJiAeLb2YHO7oig0szdPlMV7MikpisOgtNu3O4k+HFUI5l/cZt8PAx++46svHEwz+cK5bpnb\nh8vhteXeaHwNIosCxYsWQ4kMm9GtEFcNaxJiYVgtoRZWlq7WoiejyXGPWkM8v4jmNrma2imJall5\nJhPHvKwpypKq9swKx2xeU5ROVUTntYxbqJHggyaShLw2VYKVZ9C7mu3NG4i1rJ1Yx9yYaEVqYzSb\n0ji++oWP87u//vPMyxmYFGtTrNkjFl2sfM329py8N2AwGim1+mjMYDgiH4zJByN6gxG9fkY2GJH1\nRvT6A7L+kCwf6KTLMvI8o5emZFlOmqSkxgZuwbZqUaQ1MoFVyojHO4f3MJ8V2MSSGYM4FTxljBA1\nfh+trCRW+7mhvjNG7W7lTKOh2TNamj1pIk3KrVihaeTKwGzJvJCKQrWm3rNbVizlPa1jJTAQGwyc\nKDX1fbfCMYDp8oQ8sfSMgUToJ8ptdPlbT/CH//rneKgc84M/0mf9FJTOkScpp9cTrt4seclBYjxZ\nnnMsTcAbUgtnjuWsjTKMeFYGnkGmjFdFJYwGWiwoMZ48S7nnVAbiGfUT0gQubzqev1axV5T005Q8\nNfR7loOZ4fpBxbPXb3Hr3ba9RhCNEr2G3/bhQOA+CCw1Hb+UNVZXoriq27Y6tGkGYefiUYDECS/g\nRfkgaydUtQ+fmrL+f6l7sxhJs+vO73eXb4mIzMilspau6qre2VxEipQoSpQoqUeLtViERjMeeKwx\nDBj2YGDYsB8MGPA8GRiM/SLbj34w/DZjGTMejSVbK2RIkERRJMW1m92s3qqra6/KzMqMyIj4lnvv\n8cO5X2R1UyO2CHnQ+oDuyoyMjPzii++ee87//M//n2j7RN8FVl2i6SIhJLqgcxsKOkZNmmPKuv9Z\nMssK3mmCanIgMsbg7WCjp/PxoQnMH3aceew8O+e2sc6qjRt5kRjL4mROLyUvfPaXGU0mjMZjqqoC\nZ+gjHD1suXXzHreuvsbjlx/jscvnuHjpLHu7O4zrGu8KkvHEPFwjYjLdVkU/Lahzk54Urk2ktifR\n5l6O1u0J1uIjAGmdvp+u975N+NrjCkssyvz44CLNWiPRADHDA/bRMUTRLoG+Zs4rxeAfLRszCB2b\nBV23JJUlttrAGaeWhAJlSliJOBIuDYFAsRCfBCQrIGWz14TgBEw0NH1gZcEbS7QQnQq17L9+lWJ/\nn5n0fPlzNT+xN8GPPSYYYkzEXr0di9rz4GCFt8L5rTEXz5TsTB2Fi+o1aS19E2hivmiVECUxrQvO\nTNTKLyGUzhDi4AdiaFpHlxIWx8FRz92DEy0p7Ltbsv/m430SFMhiEt+Z3fZuM9hB2/7Rx611a0Xn\nd+ww68Mw6OXBO+3V9N+kASD0dFHo+4AINH2iaXtd3ElfU5+brdFFXX9dYakLXRhi9BLH3C51OLAR\nN/g32kEBiIyFmrXTs2B0ijpGRs+fxZeOwcUgJeiGc2wTJ33kJ37iZ6mnFakPpJC0tda1hNWC9syC\n+Zkp+9sOiRHTn+Bvd/QPH9LWI2JZgisQVyJOdRWNLxDjwHqSN4h1GDxYS3SWaDSgKY7nMNbmqT+t\nxw0mk55OrddB8BSId1A6nKilujWnn62YQXXoFOsxj2wauqg1hETJ5ZiAS5CM0CGkGDk6POT2N1/E\ndT2yuUF94RKYiunGiJ3JBJJg2w7rHF1ulZYhO0WnBKIyeSlF0tCPyveITQkxlj4bSJTWKAbRL5kz\nZ2KEb900PPnGY3zke6a0MdG3hkllCbUnSKLcHbGzYdnddIxrsDZlEhlZCFZLyM1awfemi4wLYXOc\nDWyT3kMnIXJ2u2A8EuaLgsOZchrUDGdCFwJHJ38Dg4Ief9Hs/TuP08w9vaN8OF1cZg04wYAVPmKK\nMXAZHmkfppRyR0DT+Zg0QKRsepqSUmVLrztiEtVcGMS5rDGajdgMdFmTzVqNyrcP+6g5HXEdsIiU\nJA9OanAJfSIGnd0IfcCGQNsFHs4joQvErtd/c6liYo/EyM07dzm7t0dzUGBFSKLEIElC6jqkbShT\noK5GrLoOTEFwBV0xwo02sKMaU9aILTHOkbwjGY81ShkevCMlA3aYPGAtmuHoNbdrnwVjdNTYJyFa\nlUg3efTaWi2xXFTtQpM/ehUKEUzSTAVJuaGTpfQHS7wcNExWpXZDcB9GhkPLw1vXqcaOj3z4CrUr\nSM5g+0DbzWiaQ4rWs1q2+GWPGzmkD8S+JTYrUgik0EGMuruHhEiPpJQNfxMSIt567KiiqGtG4zFF\nXbA1Lbk23eDCrOBiqkh3AvUnDFUNm2NDEM/WOLFohUll2Z46CieEYFg1ia7VssdZISVLiInNqaNp\nolL2S8+qjdS1pSpVdmDVJ2KK7G5aphNhuuGRZDmeBXAVoxpu3u/4Z3/y3lbh+yYoyCN14190DKYW\n75Bt/wsMaSEnse/CFoZ/Q+7BD4FFH9fX0ixD73hnc9YAGU1nTYxai22sU/7hXHTHSvnGjdEQoyEF\nNZLtQ0voA30rdG2gawN926umQ98TQyAEZQhKGjKXpCm4gDGRYHM2QQ6A1hEl0GJwG5tEoxyLlHfl\nJEJyLb3zBFPR1oFOWrAFqShxZY0vx/hKMQLrPMZaDWMZb5FH3qcazBgkKp5hU8q1v2odYwwpRrqD\nezQnRyRX4s7sYUebGBFKZ5EYCJ0aClszeE5mFqTRVD5a0eGxXGpZSfRJdSh8CMTUkWIPfa+eGH0g\n9h0hNMTlksXt1wkTSxed2rCFjj60NN2Kru3Zm5yhWUXq8YiV1yCPDCZyuhOT2+O28Bg7RqzBepcV\nsQzWlriyxFUlzpcU3lFtbPN93/9D3P/jLzMJnvn9DpsSk01PFKELSQOhg42JY3vb0JyoX2g58swl\nkUgUznN80tP3ib6LrFaaRfRdw/aGZ9saxoWnDxGH+mlKgtIaLu5WFF5YTg1tEOracmFr/J7X4vsm\nKPxFx+nCM3k3Pw0I7+AUrLOCnC3kxYCIeiICzrn1TqPPOEVjh4AwlB6gXHEjp2Kap4ij1nKqd5Gd\nf0MihEDXJdo20jaBtumYzRq6JhBCJPaBJJqVGMkz/tasJeaGmhqjafUAtmEEm9sYxvDIzjl0OAyr\nGKm2dqGutSRSI0JNcyVhvRBTQkoYTzaxvgLjMcYpFZxEimrB7iWCE810JOb+XM4OUuYePGJnFjXx\n0beB0Hc9d27e5Ma11/CFw41GjBZLRqMJlTV4YGNnFwkJV4FNfcZdArbrsSlAarHZ8CaFHvoWG1p8\nDKQ+Ir3K18c+EEPUSWs7lBzKcdmpC44PjzhYCY2d4HxibIAepuNtNrbPESeG3XN7GJv1F4wjuhJj\nHclkG9osRR9R6/nohkxVM6NBRRmroOPKwfmPfoaju8fcv3qN+kRl/DbzhuKtZeyFzdLThcjiWLUb\nvPZBOTPVcqtthYUxFN5A1Pe2WPVsn6nYm3rGlW5CMZsB1d4wrrRsrUeOwsFm7Vk0kT5Gqvq9r7v3\nTVCwGdmXYSHIu7IDo2IRj2IFQwAwuRY32YwyiSGEsP49a9WhV4E+FZ7wLtf68TT7SFkWDTOEgtwP\nN6jrcgy0bWLZRJbLnuWyYbUKNKtA20S6oLW82skJxqmpqXEWV3ndhY3N5YV++GuxrHWn8hFdvnVL\nNAe4fF14JPMRhBQihXXZVk6wYpA0vC99zBuHOMdkMqKqKyS7FDtnKL2n8OBdpLC5HLAx08c1GxOs\nvic0sEajoKIVgyUhEnlw5zZNv2T3zDbnLnyU2nkqsvhL7GiXC7721a9y4dwek3pCuVETVwv6vsWm\ngIlqxBJNWrsvDfdELyDGK0ZTjKC2OGvxzivV3Xmc8RirMyZbIlwIgTYmwhBEU1ShG+9ZhYLKjYnb\nU8Rqv0dS0pIJR5ezo0S+F5N+PXg9BhI2addJVZX1c/QIydU8+emf5gsH/4zt1UOQiDMFIWj5VBl1\nDB85i3WG0ls1jxHBOcWU+lIYVZ5lGzm/69lpoekdF89WbNY+O5QLHsMYR4jCpDRUhcF7DdlV6bDO\n0AX7bUrQf9nxvggKsYucHPdUY0dRAMkPK0Rt1q3JqeYgzT1kCrIGCYcuorEGGXrNRj+wENK6dTg8\nDqcly7vLFiESInRtYLEKLE465rOWxbLTlmKffRiMmrQYb3G1oXS13qhZgUc9DRUFd6CpctLaOqWk\n5UECEwdQS7Mhi0DSxXeKh+iOoPnDqbSnETBdS4nDp4DAqbYggljNJgrriEXJyKOZS9BzMNZQeEvh\nXJZbNOCSXpe1VVrQrkJK2KAqUH7gMsQIKSChZfXGVfyoRB4aUnSsiCxCT9f3zJcPOVosqG3FVlci\nqSXaCcF5qDawzpCs0e+NAp3O5o5Rnm8R4xHcuvWJMWppt5Ycs0QxRKv4gipdRZy1OFRTIHQdEcN8\n1bExPUOc1IhVoZlCBHGeKODMsMwTNioN3KZ8TVN2gcyiORL1Oq2Vlg2Ue+f40As/z43P/TqjwlLW\nUNc6ARwlMS7V7RufsxRBnbrzJpcqoQ7CVrLsTBx9gGo8ZlTWkFr6oBscJJwVCmtwVjObmCDGRFVk\nnPT2wNgAACAASURBVMuKGi29x+N9ERSss7AIzB82JAyb2zW+stgCyrrE+aFFlzsJnLYd/yIswlqr\n5UJKWKs3syGDf3K6C5FnKUSEmCJNI8xPWo6OG+YnLaumow96YzhncIWhnhZs+DFl4SgKi/NgrCUl\n6HO5YsQQk7BqAyadtvRSFCTEjGxnQVAR3SGHwJDbbWZwdMrGp4OP4ICUDBZiIBBX+GKEjZn3L1mE\nPCWyG7xu1pKQnpxFRH3dJEgQVbMiIhKx0mMziGljg8nKUSkN2g/DtGPScGd0kV7YGXPv4JD7y4YT\nxkgxxhvDuLCUozHnJpvs7Ozh610Y72AmY8QW63amHYCLR3waH80e9XppKj/kL0M2Z9Dd3GBUfiyX\nZdGEjHfoZ+2M0+Cw6qnrUjMsq+QmawzJQjAGnwyDY7UjZa7L0J4+VcxKMeZyMOKAukyMvMEbQ/Hc\n05yf/hzTnTcYFS3eqw9J30ec8xTVBF9UGOf1fk4dIXQaZGPClQIJCge+tIw39nB4Qn+o4jpYjAS8\nM4rVDNcsaVCPKa6D/qNTwt/peF8EBV9YLjy3Td8HurbHiCO2kcX9FcftCa52lJOScuQo6wLr9EYZ\nUH/WmcMpqOid2oMZYxgc3Y2xpJho+56YIl1IzBeR2XHL8dGK5SrQScR58N5SbZZMC0dVenxhcQ6c\nUxDOGU3zBCEkCEnwKRGDEIMgUXcUJEHUx1KMuRyKmKQ7jyOsywMDGfdQtFI7JJl7gckuUuTO/Omu\nFJuG0peY0OWfSNZFjZlAKbjU41Ig9Q1F32L6DhM7HXAyASMJK+ohkcnDGTdQaS9xDvGlKko7ry1L\n6xHvVePBOqYCG5d7JAqtCMloyeGS0WwoRTCONjik3CBVYz1fYc2GzJ+ilhF5/3fC2t3bodfP5e+j\niOJDksu13GqOIlgriEsqbppynmUNIURG1lHbmFvJ2g0SLMQe70oiNtu0adfDJSFFnYOwkpAYtBsh\nESeBwhgmtWV7I7FTGdrOcGveMr18iXJyyLg4Uo6Zc5TO4IoaX5YYV+aAr++2cHlqxKhHqvMVqZ8j\n1mFdDabEGx0Ft6zW79tZQ4ySyXCC954QY2Zj2veuZcP7JCgAir7HRFkVeOfoa4MdjZQD0CdSJzSH\nDfN+gfOOclzga4crLc7bb+MtDN/HFBQfMxBipOsS80XL4cMVD487ltnVyHkY7Xg2fU3ljWYn1uAH\noxAja0IPRneOEIa6UwkkMSlxqQ+RkPR7Ccp5SDFiY8ImRZdN1EQYAknUdk1yyZBImeAE7pHZApP/\nN0iHG4RoEi6uGJuKItflhA6JLSkEXNR036aASZEoetOojZkH5zDFGHEGcRZjKrzxqgTsHMb4zJjU\nboQMrVRMbj+adafHSMwpsOImp9wCXciIqE/iMiBOqF3SFuQaT3kEJ3kES8lQkb4OiqOaDP94cuaz\nvjh2jb8Y0esjRkhWEXpjhNXJiq3SYlNLkqiZnlXgsIqq4N1ZpyxV0TS9CAkXVKNRJGBSwAkUJlEV\nkYkXChOwLSxTZLlome8fMT03pTPblFWPtRbr9RpaV2Csy4CvZiMiSa91UYOxOFtgbEm0ig0Yq5+F\nc1PtfPg5rlwiqcPklKLroe8TxiiNuvDZKs/8DSsfUkoahY3Wc33TaLpmdMe2pcVuOqytScloG6/p\naOeBFBPGGfzI4ytP2wWWy5blomM+b5jPlhzcP+bwYIaxBTEuKSclo+0p050pm5ujdVAxFpBsOhuE\nZBJBTm/HobuhQJ+SV8QIJgp929G32g5LbUuMAZ8g4TDWa1sRq9tAUmpzymknErFDpyC3EhVAFcTE\nDGhFkgRMCNgY8k6lAF53cAfvVphlHkQyVm88azJJqNTHrIKdCVFqsnWKoOc2JLk8GVqQ5PQ5iQ4X\nnUofDtdEs53hmogRrAdJYS3MlsyAiQzlUST1Dd4mbJcVq5OWb+Q2cUpBSUlrb8rMSzA5WxrYlmZo\nvWoJZ3IXiaGTlM9Z26s+Z1gw65bs7k6BgIjyEGJSsV1ZHGsXxhXgJkhZE22JSRYXBUzES8SbnrpI\nVF6FWbrFkj70dKHl+HDGanaMNYl7JyNueseVaalB1BY46zHeY4zHuiIH16iAZjlhYHaCZlCF2123\nv4c8EeNwRa34Q5+QFLQ8LpT2nESw1uKtVxt6+96X+vsiKKwWPfsHKzYn+VayLvMFyKQig0gkBN1J\nQky0Xc/xouXgYMH+rSPu3Tnk9df2Sb3gqeikxxRCWXm2t8c8fmmbyWYJlMyPlhxe2+fGS3cIwTKe\njtk9v8F0b0y9VVLYSoEfhv55rlXdGt4jmQT9krg8QU7msFwRY6vpeApYdLTYrkVfPNFVSDHCuEoX\nrYAloolrlmlLEYNqGoSuI2UVaCuASWo6Ym0GOAssNXbcUJ05h7FOOwbG4PONsyYTcSo+Yx/Jpk61\nKGRtcjsoIum1V/wmZvqvZDPckKIGtaGkGdqVsPaNHFQS1kBpzlKWsxVVXUFXZOxAVMQWyUNop8Yr\nuYDK6yGfd1rHr3eg6kO3iWFXzJiRtRoArS3pg1B6z8j3QCR0Hd3iGLoTleIPfT5rnXQqfYGvp1Bv\nUxQltU1URcLbSAwdy5M5RwczFrMl3bIhdOr+XdnAaATx+IjDuzXdlV3Kyub7Kf9nLILD2AJjBWNU\nOAVQnCIFhIh3tbYeU5tJcZmKHgPWWMQWa1p4YdWdOqY+G107LB7s/8+j03/dx+27+/z3/8O/5KNP\n7/LYmYpyVFNVFUVR4LzHWEPTdty7N+POnSXHxzO6ECicZWO0wd72Gc6f3+HnPvuDTCYV40mt+otu\naK9ZYhROli0pRlZtz8NV4OF+y8P9Ix7cPeTm2w+58adXWTb3+PEXPsnZC+exXif3zDDTHXVoSlIP\niyNkfkTqF5jU0YUVs/mcw6Mj5icL2rbHlwXTyZgz4w3q0RiMxa50cs9UY1wxAusycKdBQXK9Grue\n2HeIBeMMrqzyrqLAns2Zh8REWda4skLJN7pja0vzVCYtPdLdkJTWvA/JLdpTkZgBUMsrb939YB08\nhoC5hj1FswaySKrNfP31CERG7TVDUhJXKQ4bzfrvQVq3hOWRAKaVm6zjjQYZZaMaAZN/J63PURgK\naJNPN6KlQUfLbBnY2BoTTjpSaOnaFTH1nJwccf/gHm/cuoN3jp2Nbc7tneHcxha2b0jLY8rpJhs7\nG6QQONifMZ8tWS2XrOYrQtNgbFClpLii63pK56iMIXVZwakYcTrKjX5tHZgyd8FsZrrmzMrqRKch\ng8+2yhkf2tdSkAWHhaTBzFoLKZCC5GqqRPAYV73n9fi+CAptM+Nf/dqv8hsSqIoVziXG9QZt32sd\n7ypGG9tUWztMNnc5d3aH82fPsL21wQ8/fY6Jm7KsJ3zzlRlHEWITOF9E7t1fcP3ejJmz+KLi+uu3\n2dkwTKcVt03ByUnD63/2efpuQT0u2dky/NCnPsDOuR0gkdpASAnjLDhLcoayW8LiGNPOSHHF7YN7\nvPTKVV5+7Q1u3b3HbLEghEDKlNiyqjizscWTly7ykeef4enHL1IXFTY0iC2hHpOcw/SRFHvNDGSQ\ngs8ty6STdmJyi85kkBX1DGhXx7QnOSgMO+e7F3T+WjKAmZ+kQ04m853Ii29dIrH+3WGFywDQrP+v\nX6xLC8k8i/xaZggKQwBCSH3MvBTtgKRHzxEU2Wc4hZwvZNzBwKmEnAys0wGo1b8pJssnGYOObSoo\n2cVE4Rw+dYTFEpsaDo/2+eK3vsnr199mfrJYn4vBUJUFl86e5/s++GGeOHeR1f6Krl3StD2rVVBx\nnMVCwVsT8E4wqUestnxcpsQPAdZYj3EG4yzGlTrWbYdgrx0Ua3Sqc+gO65Boj8nYg2aC+v6sLTWH\nsg4k5gAKYrQLZdDsKGHBFu95Pb4vgkJMHUbeoBNDl5Vy5+0BrhjjrMfbBRs+Mj+8yeKB5e4rSxDD\nvGs583df4Aeu7HL9xpy3tz9KWdawMlx6PPGJyYJL04Y/e2VG8dizLM9V7N++x7nzl2hevc+4EEbp\nbc7sGp569ll++Ed/hLNnz2V+QMpotmgt35wQZofEdIKh563bt/ijL36Jr7z0CsezY4LEd7wni8PG\ngn4ZuLm8x40H9/jSN1/k6cev8Jnv/wQffPIytalJsdMBpIyaC/G0+4Ci30DeKU1GpodJROUchHZF\nXC21NZiJNHDaiVkfGbw0DKWC1ujW2jyAJWtA75SzmEuMTFYaaMeg5UcaAglmHUfk9M+xdj0aFnCK\n6ncpEIfA90j3ZZhdOT13zUBM3vYNOmac0xXln6C1t80ZTMoSbIMe59DS7Dthc8NQpY4Yl3z+m9/k\nz158kePFMp/3I4EQoek63rh1g9v79/nEhz7Mp559nrjfsUpW6eihxZkWaHBGcElAesTmUsrKepdP\nuXSytsA43bmNVVo5GdsZ6GwuXzz1odTSk+xYpVfa5OkyoyVH8oj0DG1brMelbN5rC5wZjHLe2/Hd\n+j78d8A/BB7kp/1jEfmt/LP/FvhP0ML0vxSR330vJ+JEUXe1BffE0BPjHGcswXvm3tD1HRIjKXQM\nU5XthQ9w58rzfONbf8jZ7QMef+xZYqwI25vYJ8+yu+xYPXiRt27eZ3RGAZubb95geXDIG3du8/Sz\ne3zyhz/Fc88/T+ncejFa0VFVBHxqoT2CeMTB/n3+4Itf5HNf/ToP57Oc8sq3vZ9hv6xtCTKiI9J2\nLd9883Wu37nNpz/6MX7y0z/A1miDGAJiCt0lhl0lDwSZvAPYAV1HIJlcL4JJgdKATXGdleoz5R1n\npTfS6b0hQ0cFwZhTRp4Zcn5j8hTxwAiQ9XtKMtibkbsYOTFZC5TI+g8ZSeuFP9iY1VaHgdbDRQOU\nkQlpadBiMLqY1+dGplObDCiInqMM5U/OlFISuj4QEvRiIEEXEkXhGLnIaj7jNz//eV56801CDPn6\nOLx1GKNDcemRq9e0LV968UX6LvDxJz4ApsIbQ8xqDc4ZPAmLUtl7rQRpmo7RRokxKathK6dCA4MS\ntN5RTqxvnrTuLqmw+bDLD7S1vFnk6yDGn76EyRnZWsYsT65++y36bzy+W98HgP9ZRH7l0QeMMR8G\n/j7wEeAi8PvGmA+IvGsbfddRVyN+6bP/AO8qnC+xUnA4m7F/MGP/8A7Xr1/l4OAe77Y089bzB3/8\nNb70x3e4cfcN5JUv40d/jnTwS5/9OxyWOzy833Cvr1itOl5++SbMDjFtw1FzzI/82Mf4Wz/1GTa3\nttUSPibl8RvBmoSaPDfE4wNCd8zN+2/zf/7m7/LKa28xqkuePH+WnY0JG6OKwjmaGJktGw6P5xzM\n5jRtQ0yOmpqR8XgzoZEVi9WSP/zyFzmaz/l7P/VjbG9uqXVYnvcbBrW8MThvcQxEpZRFRWR9I9mY\nqH1iVKTT7gjDXp8X7PD5nOYQ79pFh8dzG3coxq2i/EprSjkY5EVqTslU5Kcnm8uHdWCL6s0yRDUD\nEmBUWkZlvmmTzbCD5POyuY2Y1mcsuYc/7KSnCVBad0JMvibGqBiJ9QXLJq3nQPoAe1NLuzjm1/7w\nj7h64y2SCN56djbPcHHrDDuTLUJ/Qhvh7Qe3eLB4qEQloI+BF1/7FmcmG1w5fxEJDkvCeaO7fdBM\npSMQY1QMgERhdMKTPiJ9o8QrZ7HuFPizwxsyrDPDATMR9NYcPkU3jADkbg4MHZ5M+cecAq3kbEIe\nyTjfw/Fd+T78JccvAv9HFnC9Zox5HfgU8Pm/7Jd2t7f5R//xL2LLGudLSJFgPG0wHB8t+L9//c/4\ntX/9q5ws30T1/fLQckrc2r/Jf/hLv8iP+xf4x7/ynykfwDmm0zF/+9wO5zd2efbcmD8/rDi8cUSc\nH/L0Jc+/9wt/m+effx6HI4aIlUwXLQylz3Vo17E42kfaY167/hq/+hu/BW3PT3/f97JVGqRtWXVR\nfz/C2aJkfHbK6InLLCXxf33pqxydLFnIklIKaltTm02a5Onjgi9ffRlj4Jd/5ifYmEwIAibpBJ6z\nUHoFFI3myVn4OHcBcocq9g2GgB0Y/mJOAwKnKbxm0Ov8c/hs13V/4pTybdK6ACBDlyhT8JRevS4z\nTP79lIU/UloTlRQd10UjRkN6GMaPh4CSS4sgGfxEh3yiDI0NzUcUytAT92T6uzEYc7oQBCXwCEDW\ntZAu0gTDxsgj7ZJf/5M/0YCAMKo2eOqxp9jE0i4XjM9MkLrg2TO77FYFt2ZTXr13gy77WjR9z1df\nf4VLu9uMbKXtZhQIHQhUKZIzP6EaWaxTQLddLWmXFl9rFuVcoZyE/BrrNqRomzZTmDTSZnMbazRA\n6szJ6fox2MxDyBL8xHdsDohg078diff/whjzH6FKzf+1iDwELqHmMMNxMz/2bcejvg9n9/Yoi1I1\n8LImQSk9E9exMw38B//gBepRxb/6l/+Cw+PXEZr8IsLNWzf457/5z3G+JkUlzoQUefmNl7n44jfw\noyvU1nNtf8bju/DCv/ujfPwTH6OqakW/JeJtpCy0VjWpV9ZjG+mODzHNjDduvs5v/79/xAfPbHOu\nrrhybpMvvHGfr792GxFVI7bG4o2Sneqy4sJOxd/55Kf4ys2bvHTtGl1oiSkyMpUGBhFCWvKVq9/i\nzNY2n/2xT1L4MYIlGqOgtM115SOgmoJWaV3/952a58SQ1B49r1I5vdD6r8g6K3jECkN/hM24gX6n\nTz/FF4RczgyBJpmh18D65s2/E6MKzhqUapuMBgpd05YQ4hqrGV5hCC7OKbJhLTrcFdL69JOBPkV6\nhLBmP2rrVQVaoiZ7xmIRSozKvaGKV1Up/OGff4WX33wDEWFcTXj28WeZHz3g+vEhW8U2u13i7KXH\nOZrt89qNOzx/8TH8Bcc3bl/T7Ac4OJpz8+59nrt4HhPzjE4KpNSSYiL0HX2IeCvK/chBLiQtLQyC\n9C2pW1E4j9ghiOfsLUXtbmXeh4jNESCXGetWo9eZjSHLW5dgKedU+flrsPa91w/fbVD4X4B/kv/S\nPwH+R9QU5j0f8ojvw4ee/4CIPWUOOl/jpMeLUNjEpEj8p//w3+EHP/4BvvD5l7h56wYn8wXLZkHX\nBogVIbQ8+fhntEdvDFVdcfOlh1x6YotLV87xX/29H+Hi42exriC2ERt6nE2UpVGF5RgJrWopmhiQ\n1Yqin3HrwU2+/MWXeHZryms3bnKtSVzcrnjs3BZ/dPV12tCto7wDKlvgu4aDk5LHLj3Pz330ea5s\nb/D7L73Cyaqh4YSaLQqzQZJAiB1/8rWv8szl83zs6WfVNmFgEEpewDLs2Wn9/RAoQgwYa5Xeup4I\nyCXBgEMMm7IMU6JZO8IMz804AafYwmllMESOnKbnDGXgBAzZRsoqRSHoVKT+6UTMVHAtbTxN1yMY\n+pDJ1LmNmgaOxAC4rr/X6t6SKPIbUWFbrZU7Tl+nS4leEskIo+SpnKFrhQ1vuXr9Gp9/5RuElPC+\n4PL5J7j74Bb7s30EQyENy9WCysCth/scNStevX2bDz15iYPFHjeO7gMQJHLt7m2ePn9GWZVGJfNT\nyizWTErz3uuchbH0US9cDC2pXSgLJPbEvsWPprhSDXFSiupeHsO6M2OtQ5XU8uBUaoGeZAqMG2Gt\nz9cp6LQqgpgSMQUYZUmaZEh29J7X5ncVFETk3vC1MeZ/Bf6f/O0t4PIjT308P/YdDk1xTE4rE6hn\noa0oxpsUMTJ1LZ954Vl++IXnCSGSOiGERAyBGHL6GWMOjA7nnMqaOUcTAouTFf2qhXaFJ1EWlsIb\nYtfTdw3dfMbVP/5TIgUf/PTHqUzPyXLOK1+7yuWdXdLmWW689jYnJ0e8eveY5y7vcf7MDtfvPyAk\nJfv0CE0MGCwTW7G353lw/y5nfcnPf/x7+J2vvcRstcLicGZCwYSWwHy15Pf//Os89dgFJuMxDoc1\nBXlESFWL9Frn4a7TzCHGlINCWu+7uoufttbIWINDpzbJLT9jVS5N1jBe/nz1Q2YNVRrW+pYaJ1Km\nIWuKv+Y+BNWj1GfloSybToMThlXbUxQVfRg4FOY0Xxhq3zwYZk3GGZKosGruNMaUgxD2tMQweUhc\nwIkKmiz6SN9HJJzwp1/7MkaEynnO7jzGyckx+7P99XUKqefo5AgXV7x1/xa99By3cHf/iA9evMy9\n+UO6qJT4+/MZTdsz9oaYeohZEyIlUop4ayisZiwxCosmsVh0TGto0gJjrUrlreYUqxn1dA9XFEiK\nSOxVTi8tcbYA5zHpFFFRFmavOIHrMT5jExJydmYRqwBtzFTvdwsef6fju/V9eExE7uRvfwl4KX/9\nG8D/boz5n1Cg8Tngi9/p9daMt6QRLyQdprHW0HSZ4NELNA2nkx0CxmK8zqQXBgZGYHKlElxComkW\nrFYRaZb4foGEXj0TO8typRGbbsGtL36eV37vd/nIz/4MlekxqePWtbe5desGNx92/NTPPMP3fu8P\n8rnP/wFfe/s+V85u8fSZXR7uz1lKSyNDzab1fDXapJ3v8/svvUklI378ez7A3/rIR/mdr3+dvl8h\nYvGM8FQElly7eZNvXb/Fx597RoOZaB2uTN9cuGf0fnhMROiCUFVaqw9DHmLy9CWAcWsAMqxbg2gw\niBmfWIONmobIwFN4JFMYsoMhYOgmKWs9Q8mekgMBKUYdsvIerFVsHhPpuoD3BW0f3wFupkyo0pac\nZFpEBleNliy9GCRZlbBD23Up5iJkYG7mPr4Yw/G8oSzgxlvXKEPk+TPnKa2Hasw3rl99R4cB41g0\nK44WMx7MD3EYxn7E8XLFY3u7XJju8PZDzRaWbcvxcsl4alT9SRIpCn1WzCqsKlVbDG0fiL3gpKTv\nAn0fcN7RtBHnHKO6oes6qvEGhXM6Ut60dN2Coiqo6zGuHERrlQVpB4dyY5DUq6gtmulBJq0ZfyoQ\nlK/Pez2+W9+HF4wxH893zFvAP9J7Rb5pjPkXwMsoOvKff6fOw7cdQ+sKbb0lUbt2Y32mguYU05x2\n0nN+rfeXVes4ieryG5qO1HYKtMSG1K0gqCBKtCUYR3t0n+tf+Bx7Vy7yzMc/iDOJo+N9rr78Kl98\n/W0O25YL3/wqzz7zHC9NNrn98JhXbx6yN64oneMkSL6YWstZt8H3PH2e33vxNW7NAk8/+3E2v+8H\nOLe8y+35nC+/+ipJGgyFim+IoetavvzKq3zoiSuMikJNVgp3yhw0wxiUzlukpLdASDB2nrVUHIJE\nGRDGPHqt1ygNtOaUZdo4bUEOfyNfzfVysZlnMChDDKVMRIlPUQaNSx3iinmcOPY9zkIMeYbDOayJ\n9G1LKgv6IfAMCHouT2yuTyyin3cOWgkdT48S6WXgRxgk6jQluDXmYlGyV9/2mKbh6N49nj+/y860\nYntc0fVgucTV2/eZdy2SLJXdIEXL1bs36UNPNAZx4K1luei4uK0lhAj0MXJ0Mme3dqoLmSDGSNf1\neWzZZmtNv1b7amLkeKn8FWMji1VH4VW5O8UZ/XJBVXpEAjF0xJjomgYrHYWtlcmqECtGclBIKg+v\njw0oT1pDCBbWZaAxf42zD/JX8H3Iz/+nwD99z2cwHEkQm/n4KanGQhZMRVAeuMnkjywE+m78RDBZ\nVDWuP6QYwnpkOLUrZLVU0Adygdyx/8rX6WdHfPiFn2I0rkndkqvffJMvvvIG+6slUQJf+MZX2J3u\n8PQTz/DnD7/E1dtHfPSp84iHvo1YLCUF0ZRc2rvMTgmfO2i5/NQP8ZOf/UnKYs5bX73Gp568zLW7\ntzk8PkFoKUxFlIJIx7Xbd9g/PubS9i6GiDEx6wIMC95kyXROsQYximTnAKAI/il9eC1mirYa12XH\nI2j+MF2w1qh4JFgMbU2TvTNEYzUhB++BZzBQryQlQhcIXa8L24B3CXGarXTNilCXOv2aEt5knoJT\nPn8gZ4lGBfOSsQRVpMQiKvciPpcuWXV7UFwOgRgCNgWWq4bNjYKDu7dJsWdnY4OPPDFiOio4OOrZ\nmV7io4/v8db9BfeOPbG1zKTj+t0ba5LWIkSmk3O0vmbD9NS2ZhVbBGG2OKHfmqiGI4MIr0r9x2BQ\nRrLR1nZRIn1iFQ2LPiBR6ENkNDZMJ5EyRSSaDCcoLuEs1N5C1xALQazH2RJjHEk6SMNG6Rhk6YWE\nkaD3DlkI6K/QihyO9wWjUUuHlG/sNZKVs1dtSakyUSRFTbtIw3RlBrZkSKFVjzAhhDhIgTWkriGu\nVhA6HYm2ihzHxRHh9Rd56umnufTc0zhJ3L3/gK+8eI1bszlBAoJwuJjzp1/7Kh/56PdRjze4c3LC\n+eNt6qqGxQkeSzIFo/osl89t8dU3XueJpz7JL/zCC9TxAX/w27/D/eu3+KlPfoiPPXmFP/rGK/QS\nGSMUFAR65osFN+4fcH461f6dt1j8ul+tl0p3zYF8lATEmcyQVyaDUodtLiFycGCo/1ljAUMWokmZ\nrIedMjNYyVRrUxd95ZRUSDYxZByDgI0CmSkqYzG2Wk7Z7EtgjP7Ntu3puky0SuB9rwQosRhb6Lkb\nwVlttCYxmdQ1iJ7o30yiqH7bBfpep1TpTnCxZdW0OAfjwkDVUe+MqBw0y0i3Ek7axP1Zh8Xx/GNn\n+fCT25zMH/LyfuLmq1cxWJzdpJw8xXh3jxjm9CFS+5JV1M5XEwJdjBQI0USatqXrOpouUXlD7y3S\nJDZGjulYZxq6PrJqoO10wRpT0LQJKTVrSinQtXphphsWY/Uz6ZoVYhzO9dlsuYckOFE1qbSmQJNL\nP4OVhImd4hSPdIjey/H+CAo5PU2ImhjHSIiRpLpSeYBHdMp4wB8y23A9OCO6ry1PFhiTKOtKFXWc\nJ7YtqW1wErFFkWfZdWc9vHUdd3LEuR/7DH7kiKuWV6/e5PXb91mmQEVBIBBIXHtwk43XN7l07jKv\nvvUSDx427G5dZumvIKFntex5/OKUa3de585syb//yz9JO7vFb/7+73J09z6lFNy8c8wHn32MYu5C\nCgAAIABJREFUr776FvNVR0oBZxxWHCEF3r5zj08886QO+qS47oUPi1cX9KnqsGr/e9adp0FowOYg\nKkOzQjJqn4E6HgEJ84egE4iSMQNdmJl8jGWYlMw7oGSBk5xtKPdLbz/lGKimgojas5l800uUPO+v\nbkfehPweEyS77rwk47QTJRqg0tBEyaVPjELf93TLltWyp10soJ1j6Vj2LeenI/omcfdwTugj53zF\nncOOqiiw1rFYJk66lrOblo10n+0Nx4XeY4tnKV3F1uaITdfCw2usUuDChUuMas/DVj+NtTR/ULn9\nZd+r7F9K9BGaPBDlRx4E7hx1ys4NiVVQYlyIwsFxZFzp9e2DEPpEWWSJPB9pjMEEAROwtqdwKsRi\nxEBckVLGyEyRZytKjCm0/ZmFfhJ/tQr+/REUECSoRkJsOujDWnj0FDnNSKqxMOj+r38ypK8Gb5X4\nYVNPChqRbYLKGUyRTU6GdC8u2b96FUbbTK48DiHy8OGMV964xYPVHEmBDVdzEiHQk1Lg9Zuv88HL\nH2B3Y4+HK8Pzl7Zpp4my3qI5bAndm9x9uGL37Pcwe/1FfucLv8fB7CETV7HpS24fzPjwBy+xtzvl\n6NZteiyllHgKejruHRzShagzLiFiXDYhyUCajjKTA2mu9I3XwGFzuTUMSDDwCjIGYXQhR2NysMgt\nz5Ryf9uATUrkMoOmg/ILlFmoI9vW6KC3NVFRlJzZdUGwyZIKGNqpCZ2vMJKQvs91rqa6zgRqWlwe\nCEoiGMXSiE7fpxUl4tjc8bAoiSuFgOl6YtPQzJc0JzOcaSi8sLvhGZXCg3nL1VsPuLQzZdF5fOGI\noWdnu8K5Da7dnXHv4QkHc8djuyNmR8dcuPgUy9lbHB29RTBw+dJlHjtzjqcvTunkPAezY3rRTetk\nsdLgGCOLtidFoXIGvKPPhKeEsH8U2JhYvAl0PRgHrlLcYbGKWLFsjNW8xdcOgzCfJ1IQ6tJQlPpK\n1ukgWV1aSudwvsWljuQAU2BdiXUJvNe1EiMS+pwp/DUCjf9WDhHakxNi12VoPbsb5yGS9Q1uho61\nDrzkW1XbM1mKuyhUq44U1MVnaN+IuhvpYogYsbSzBXduLbj81PO4yZg+RG7dvs/1+wcs+5balloW\nPErQiYaDe4c88djj3D0xrJojbt+9gS83eO7KM7z8esfZMx/i2ace4/hb36BbrbRLkHpM4Zg1LctV\n5Inze7x+6zaJSMz0ZQPMTk5YND3F2OkOIUHHYfNC1lAwpONmTcMdhFUGsBEcxuZd1RqVCbcylJ+Q\nHmlaZpakw2DpsSRq22MFap8oi5JWxvRJq5qh4Ritsug0O1GFpD5YEh5TgJOAt4mQHE0H0TgiTlNh\nUZQ8dEvwBmcqnSHIyFjCqy+kFe2gGKvzPcmzXLXM247KtOCWBLsg2iW4ROksowL6ELh27wDrLI+f\nmbA58UzqglEFlU/YwvDMpQ32jzqaANfvnNCvhHL1TdrmhE9cusAPPneZK4+dYTIqqH2PxD0Ojhbc\nO15QiOdo3pJSwGe/yy4ayBmfLxT7X/WR/eOWLnicSUiCycjja4t3lsoZ6soznVplsIphsWq5fxjp\nTwx1kSgKBWutEZyFvhI2x6j8XzS4jNeITSTbqYmECdjc3pSU/iox4f0RFCRF0mKGIdIuW+4frVgp\nloKESB8DvUTEWrzxeCs4m8dgC4cvLJVz1KNseOpPnQ3XE30SIZns66KQVTmu+MQv/SyjyRgrcHh8\nwlu37nNwMqNPHaUrWUhLyOmXpWB74zJnLuwwP7zHc09+gEsXHmNj9wKjynLURK5cfI5J0XD96hco\n6KmdZ4biHb1V7OT4JLK3PcWttQMTEcUuVm3HsmnYHFWouOQwKqtpteJ/msLGqHRgUfpjBshQIHK4\nCyQHAsNae0CnDk8l3bQdKfgU8amlSCeMU4NF2PQ9Y19xIjBP42zUqkCjDjaEjFOc0qStJGxsqaSl\ndobel9iYWJDoojAOPSasEDrmsgIj1FVLVa2wQVQKzxlq76irMdPtmqcubTMqHcs+8dbbS968fsj5\nPYc3gVsHjjfveGIyTEeeujQcHjdU4tnaquhSYKOoNJBGLVQLZ9gZeWzS+ZKnz49YruDy8YiquMj3\nf3iX569sMa4tSAspsVNuMh1d4c07S964u+L2/pwQOva2x5zdGZNC5Gi+oixLvFOeQtsEZiJ0veCd\nUHrLqIZR5dgcGarKMRkLVV1SlQVO1HskhCXW6ixMs2xzCZnyCInFEim90XvdGZztVfHcggT9LHzG\nfSRK7k68t+N9ERTatuPmnevMjhf81h+8xPWHgZ29s9R1Seh7TlYdy1Z4uEr0jYqeeoHSqAajpERZ\nwNYkMdnwfP8Hn+InP/1BxlXJMFU2lBh2ANVEMK5k+9zZrJEYeOvWbQ6PVyw7DQPz1GmrDwfGYe0e\n1d7TPEh3ODw54LLreO3WPe4eHHFpu+DpKxf4s1tfo+0Nq6ZjZhoqr0o6wwZdRlh1id0zY6x1mck3\ndACELgaariOEpCYnibU35nqd54UsaLARyTyDbJOunQQtwlWObD3fmLEY/YFJCZf5BaQO0y8gzjBp\nTm+EymkmENKKyi4Rt01jxiTj6aPLdXXKfCNlV8ZeoO+xXYOYjk4sklpGRihLaGYr+pOWFBskBRYS\n8EbomoArWsZemIwt48oyHRVcPOu5+PgOu9sFIolt6yl7qJpIPVIB174XVm1B7Us2RsK4hqPNMdbC\ng+Mlz1yYsFkWBIEzU4u30CdN30uvXphNqyK6G6OSS2cLPvIEXDgvVIUlSUkIia2xYW8HLp+rsDja\nZU/bGzbKgnHpmG7XXD6/QUqG0LeURUEMPX2AposUVvDWgFW90NBbNkaWqnTUZUk9GSPG4uqKoqyQ\nwmFiYHasn5uzjtAnBp5I00Z8AOtkbZtoreQJSYO1CZ81Wx8hvn/H430RFG7du89/8yv/GyEEZosl\nEYN783SkdNiBdP1kLoAxVM7Qx0SIQjAJD0QiX3/lJZbLY/7uz36awgxqgQO3T8sNkcEtSkGwpu94\n5a1b9MWIYvQE5zcvUZdOQZs8l44fU0ymbFdb7G1coKiE+wct5576AUbpG7x9+y3unczY3b2MNIHt\numK5XDKw+ZKpscWIYNSiTVV2cv8/HylF2l6Vc6JRyq73Jndm8+SgAeMsyQzsAeUwDIO1qqsIksx6\nsEil5AO2W6qSdL8CCaSoxjkuLpH+hBgWrIza6k0KqNCdJ6SG4EF8hy0qTF+TxNN0QuxitrrrkJRT\n6qT8kj4Euq7Hee04mNjRBqHrEl2XqMtI6CLeQ1k4Nr1gTcW4KLDRURCoXCJ2C812EDbqwJltS9P2\nOAwbNVzaLZhOLBsjoXCWnQmUTlicK7h0rqC0nroyeCMczjqWKyElR9uqR2NpDdPNglFl2dsyjMtI\n5TpKZ7C+Ihn1bZhslFTFnNDDdLPgaN7QR2FzVDKpHJtjS+kMWxtjxiPHchlYLCL7sxZwTCeOs9uO\nrYllVFgKR5b073GpAeOI1uA2N8BYYrtk+8wUiTpPUTif3c8S3XLF8qRh0amxsbWSzYkzbdzkIT9v\nMXmo6r0c74ugEGJk//iI06FRZT6ZPOAz8OBPFQI0merj6URgZQzPnX+CRXvCrdkBv/2nf8KnPv4s\nT104z0DiFVIG6AZix6mx7OFsyc179/n40x9m7wdKCp/ousD9o2PuH8+Zr3pOFg393NFVU55/5gn2\n6hXPfGzC7W7E3dsV5/a2+WR9mRkVYo5oD9+gi6t1MEp2RGc2ScWEaGJ+P4/KdJLnGYSm68G5jBNk\nzcRHTHGcU4pvGtD9zEFY04+jJSU1cg2ilHDfzpHQaFnSNeq9KGCko5CeFFpCCIQQtN1ZQbMKSAhU\nVc14K2CkUaZijCw7T7No6ZtADD0pNEhUfkJZRSYTgy8tR8ctMUSSEZpVYL7qOJy3SIKf/v5znDQr\ntkYVXdOz7CLL1YrdsWFzVLA1cUw3R1gTSF2rFgCxY1TA/oNAn+DwRKi9ZVRERoWmV3UBO1PPqLHU\nzrG7ZakKS98nYiiRjBQZIAS9H8pC2KwjpXF0TU+7WOKqDlu3YDyEROkKLpzfxBUFxiUeHDn2jzua\nPncPYsHW2LA9sUzHIBNPt+M415Q8nHfsbTp2p44UdSEXDka1dhL6VaOLuxhR1gVioU8FPjtfGQk4\n51SLUxLeqeXf6mHLYhEwFryzmQKu7oOFE2IfifFvWKZgjaO0taoXiXISBnKRtQ5SVj5ed9a1GDid\nsE9UvuDv/+gzvPTGEW8cFnzt+j0+95WXuPLz51XEVAvtRwLLQOTRXfTG/bvcf3jE7GjGtbevMWuW\nHDcLDpcLVl0giseYEZvlHuOtXU5SwLXC8vCQ45MvM5k6JptbvPzS11m1M8aTLR5/8llO2nNM50cc\nzxc0xRmCjKg2p7T9fTWr0TnIdUC0a+kwNXI1VohigKjqyy6zDK0yFPsIbdCSSgHWmF2slXkXYm5F\n9pGwOvn/qHuzHtmy9DzvWdOeYsjI+Ux1Tg3d1dVVPZFqmmRbJCxbsizYgGHD8ADL97r0D/CFIfjS\n/gGGIIAGDBAWfCFDtkEIJE2KFC2S6mZ39VRzdZ0555j2tEZfrDjVTZEyy6RMtPbBAXKIzIiMiL32\nt77vfZ8XYdcZOhIjwxAI0VGkgUVlkTJftVzKgqyxHxkGCwlODyL3bxdEPGs74nrJ+sayanu89ww2\n8yWVzM/n1AumugKjs5BGBA7mBfVhQduXXK0M1gf++tcPs1gtBVwMeBRNkZOsjk+nTGtJrTzRtYQ4\nkKSmdR3j6FhuHc+XHhslszqPMUXQFAbGMRuBmgKaIlEogUiRSSmptGA2zZb0MUicldxsPKsuYJRA\nCXAuJ4TVRcIPY27DCo1zFpsETaG4taeQIiKSYbmN2QOTPEoaVIqkqEjkIN5pDZVWTCtFVcisMxCJ\nQidS8FmQF7OrtBIeHVY4J4kuIIxBorNVPGVyM8qgmglTpTCmZ9t2bDaObRexcbdVqSVJyRxq+9kL\nhZ+ORQFA7R5KFCCkodQFuihwNrvJjEy44HaS1vxf7qoEB3R+RDUL6tkJJ9Nj0ie/xu9+57v8zX/z\n3+BkMQd+rHEQL7r0id2+OPDBoyesuo6tMrz97JpVd42UE4r6Los795nMjylLwVxsGW4e88+/9QlV\nXfO3/sZ/wElwfOedt3nv9z7k1ukDrh+vePLkHW6unvPS4pCv3z3FzOYsY8nVxrA42uPs8cfECIqc\ntvxisRJCZsx9BGIO8+BFhUAuD6OQOJ8t271ztEOXsw5Hlw01ShFixA9jltumRHQWaVs2N5f40RGF\noB+HfAJrkDMoS53FQzFibWC0ebzrg2PbCy6uWpppgCgppGKvihQq4aLCO0Fh8mO1NlEbQVVmRV9T\nSKxPzGtJKSWNlrxyu6AxkuO9gvm8oFveUDR7zBYTcEO+2pcR4deE5ZLL6w3eRpppTb/13Gw9H5z1\nnC0tB9MCETVt71itFNMmN2S1ljRGI8nBt0oKSpkFXzJlU9y0ksQKgssBLiIlvAsErdDaUFQFxByR\n54LFWsFHTy2jz1OpSkpu70uMsLiYJwy1ERQmv0YhCVKQSJlYTDWziaDUkqowOUNz97qy04gUdYEU\nnmAHYlLEMSLRxGh+3AsSOQENrZEG6lmBaTSTeeDh4yX9VjJ0ebNZuEgKGdv3WY+fikVhUk15/dbP\nsFzdsGyvcXHA+pHRr4C8z5aknbzpRbn9ouTOn/mY+M0/+AGzyQF/9PApIcGzs0ve/fBjDn7mK7sc\nyl1Tb+fCe6GKc87y0ePndEOPNgW37v0i9+ZzXnr1VU7vnQBw8aN3eOf7v8MPP/mAhZpwfHiXWO7x\n3Q8eUvjAxeUNdtzy6OP3uHv/VY6OHvDe+/+M5dkNZ90lr5zc4fZ8wa35PhM6Hp6d7RDvuQR8USso\npXJv2e7ykV4Yg5QEGRA24MXOYzBalucXqKEjjSPCW4IfGUOi6y29tSTnMSohZaTUcL3ssn1YSqLM\nQbltWeCd5mCuOZqXrAdPSKB1YlYZfFD0NvH+44G6DiipKApNWWkIET9EylqyqBWLRlFXAusS2z6w\n7LKIalJJpoWiKbKuoSokWiSi3XL1PFGXEbtZ0o3XuNHlWfvUkFxPu7X84OMeXdfsTeDJtefhhWXb\nByqVVX3Wxjz+iyOLSYESgspIDheRKASTqJhPTNZBhF1JTWRSGUwtuV5F5k2iqeQuqTw7FlUUFBqk\nLGmHXMlam7hpPVImCglVlbhzaGj7gJKasgDI6VylAlVGRBIUCgolKUpFUeQTO9e7AiUjWuc0p+Qd\n3mVugtKwvBkpC4vZZfRolbU6aLmLnFNoZTC14PigAmm5ugpcrR31Lonaun/NdAr37t/i7/29/xY7\ndLSd5eOnG/7od97mO3/0Lh+dXdC6AZEce6XgoJGMbuCTqzWdX5J4wekX/PoPfvATmwOBLhu6oLOq\nS0hCknmBET+2Hjvv+fjZGT/86Eesths+efoJf+0bv8T3fvABb/+TX2F1fcZe0rTRchMy4LOjpxgn\nvP6l+3z4g9/n5OBzHEz2eH5+Tps2PP/eU6KQ/Id/+7/m+PZL/OgH7/L9b73L9849f+s/eoNnN+/x\n/Q8/IJBQGXT2aaUwreZsukTbtlnX78IuYTjsegQ5CCaMPTK1VIXk2aVDkBt1MsHW5ixCZyMhJR63\nHYPzCBKvHMy5tTDs19levtyO+BC5tW+YNwU3W0twictlz3SiUWg23YgpCsoyR7RfbSxt3+Nc4Kuf\nm/OlBw0XK8f59YgdBAdTQ1nAvJEczDTWK7o+cDRNHDSK0UWci1wsR6Ss6fuOm6vIozNH0yRevqsx\n5LAdIwuerixPbhRiI9j2A8vec74cWXcD80lFbLN6whjF7YMKpRK9TZzd9Kw2CqkCdw4b5K1EUxY8\nuxo5ux7REg4XmtODgvkE2j4ig2DWwGySSKEHmwlSNka0LNmbSh4cw7r1jC5PEpSKLGaa/ZnMjcAQ\nCAGcD1mmnRRC5JSwccyiLaESk+kMqUuEUDmbgoQ0BTFJVAKhDCZGnr7/PfrRcTBTLGaKaZORgSlK\nhBwgeUIQeBRdL5lXBnEgeXiWeHTuKctIVag/cd79y46fikXBWU8SGjNfcHCgOLx9hzffvM8vP/ll\nfvjuMx4+ueTyfEm73mKCoxsH2vKadljiXU8IdvdC9CgpqesZ9++/zL/zy1/j59+4Q85TSJ+qu0LM\nEuoQ8kl2tVzT7bT6H33yIS+//AWeXqy5ulkxuB63YydCdkIKQFY1Ko34MSJ0yaxRXAmRIR/kHshv\n/MP/mV/6q3+Tn/+Fr/OFN9/g8eMNx/uR//23vk3yccc3yBoFyPPneb3AhTxbDj7tQkwtwY05ByKM\nBDtCCggJ3ejo3EipTZ7LpMxtnDUFh6cFRicGX/PkfKQbLLMKvAtcuMCtRcmk0cgd6PS7H66YNZq9\npiEJuGodw5hJSoeLgq98bg/nEk8vFT9sV9w+Kvkbv3CLSjtuVpKrI83ldR4RG6Xym1sKxnFk6By3\nPz/jYGq4WbV89GhkdImymfD06Yan5znjYtoY7KBp5pLt1iKiwDqJkFkIpLRmVivWrWclDNveU5rc\nRlYKYkiMY6QfwBSKbrSYqLAxcdNG2m6g7z1hR2S+ugms1mPGpxUSH8AosdvzS7zP0JOYEsOQ2A6S\n5TaxHQLbIVAXOZekHzyLicq3jfHTLV+0WUFK8ll7V+isCdE5o0EqgVQvaMu70BahM79CaiDy4OUD\nnjy6Zt1GqjoxTQpt8pA7hoh1iWEUBDwxKYYROhu53kTWg0NZSaHcZz4ffyoWhSdPnvBbv/I/8cbL\ntzGTBtFMKaqGu3XDS1+/hfjGfaLSDAHaMdGOka11DC77853zWBcYR0dpDEcHMw72pxQyoseR6Fpi\nv0WIIXvtXXbXWZ99+ZfLNcHlPdfV+obL6zM+99YbbNot7vq7jL779LFqofBo5os94jgik6aZzikm\nPavY08bxU2jIenvOb//mr/H4vR/xs7/0i3zpi/f44Td/j4ePPwFeyJR/XCUoIal0wdh2uNFl3kEM\nmdjjLVLYHGgKoBJ1qfP+vkzsVQWT2iBSpK4MpYJppdi2Pat2ZGISRKiMwgeHdYmz646iVOw1hnef\nbniy6rm/19DZAZ8UzlmetSNNWXC4V6BSpPOJTe8YhkDbe7abnoCjUoKTmQQnacfE4CJSCcYBSq2Q\nTcAPFmqH60fKKnBgFI8fXmC9YDtE3nmy4e5xxc9+fsokKEIUdL3nyVUkCo21nrKQNEVmH3oXsMGy\n7dmBZgRKDQxDYDYp8vMnJcvWstcZ6kLTx4h3Ik8KImz7jD/rxoSSgTfuNxzMNKWRGAkhCEYX6ceA\nC/DsJvDBM8d2UPQ+4q2jMYbRRGwhsxAvK51fUNjxPusprA3EIuQtQvQI+hwyLETGwStIeJSAnDGZ\nIAQWiym4no8+6bBDJE7ynDkBIgRiTLiQ/x4XNINPPD6zPDwbgIDRCv2vkqfwl3EMduS//we/ys+9\n/hJv3j7iaD5lr6mpywpTGHSRKc9alaiiYq4Nc61Iapfaawyx1IiDGkRAig1hvc6gD+9JwZLsQHCO\nEBwp5BFNJvpEzq/XOTeAHK7y7e9+m3/333+DO699iTEmtqvvE1wH7AhPouTk+AC3PWMgsn/3NoYL\ntsn+MYnIdHafUh3z6Kzl8KlDju/yT//pbzE6h/60+vixTkGJXK737a4ysEOGeESPFJ7KJKpSZaVn\nEOw1BfNGoigheAojkCimTZ7YeJebkes2cdN2lEbz+ZemELOs98Pna5SSPLlsebTqqU2mVN1cO7RU\n1EZTF4YHJxPuHxV4F+n7HFQzrSW39jWTwjH2nstLj5Qqb33GyHSieP3VOXUxoaoVQ99R6kQlHeti\n5PLSEQjcWiieXQ6886Tl19+9RH+o2JvdpzQlpVaMPtENnsoUMFX0Y2KwieU2cblqqQqdlfHR44ZI\nO1hiABdFRr37QEiR641jb2KASGsT3nm0ztWCc9AOjm2/Y0CkCmVKjmaJ9TZxfeO43kQ6H7lsJVfr\ngAshv3JSEpIBBCFGtNCkmC84MSWcC2i9S31KWUugVUISsoZARQhLcDErU3exgkIYSDqj2dyI0ZLF\nQtFtRzYt+CDQgpxATWIcE4kCoSIayeU68Oi8o6okx3v608zNz3L8eXMf/hfgC7ubLIBlSulrO+rz\nD4F3d9/7Zymlv/Nn3YcSgsut5f/85rv8mnyXymgmpWHeVBzPJ9xaTDndm3I4bbJIpCqpi4KqKDBq\n5ymXCqUVSSlEUjnVSUKUEjCEJPApZ/eFtHOcJ4FLnov1BgQUyTBiuVxe8J1v/i5f/sa/R2s91fOS\nbvsRm81zQkyY4oDbhws+2jzEScHh7WPkYLPiLOxivnRDvfd5hkHw+a99mVe+fMr//Wu/ysVFBlaV\nSnF3PmUzjlwOPT7GHCcfEmO/xY8t3mcviJYJUyhKEo1O3AyW6ENeHJyhG122YRuFEuCjzY3EEIkR\nJrVB6ZrSSKzLo8huzMtRNwZa57ApC43MIHIfwVqqUvLK6R5v3JuSUmTTukybjvm+JIpn545JAVdL\nz7IfCVFwcljz+itHPHhwQtlMUSLg7UAhRui2rLcjIXbsLSQ3m8CHT7e892zNk64nCfjdd25o9DHH\nexBC7tpLLWiE5Pl15OFZywdP1lz3Ht1HDhtDo7NcOTtBBVfLLBPedgMRgVGaQg8YJWiH3HMxGgYH\nKUS2znO1GencSNs7wCPvNxgJ20Hy/MZhk+bZyueZ/84KLuudZFxkkrSU2VcDeerjfa4UmgpGJ9hs\nPXtTTVIJGTpE6gljRgpGErIc0GVJUhWIKvt/XI8UkroEawVn145JDZNCUaqsQ9mOmbmhTMSOke98\ndM2z6579eU1hFEr+S0+/P3H8uXIfUkr/2YuPhRD/A7D6idt/mFL62md/CFlHr3dikhATdrSsR8uz\ndcu7z68yX1BIjJTURjEpC6Z1zeGk5mhasz9tWEwrbh3u0VSG0hiMKTCmQGtDkoYoNUmoPObZgTsC\nit47ltstOWtB70ajiXff/z6T+QE/+7Pf4O3vaMSzCdosWK6eM5vfpS4lfd8iEBQxZZOPNERhqCZ3\n2Dt4wNbN+fzX3+Irb+3zrf/rf+W9d94mkNBCcFrWvLa3BzFyNQz8aLNGCYMdNug0Uoi4s2JF5rVh\nWsFq05OSYttbBhvonedgWvJ8tWVjHaUW7JmCeaU52asxRtG7yMVyYDEvaCrF1Wrk7LpnsDCpSooQ\nMSpzC7becjU6VAokIdj3iUmp6HqLSYK7R1NWbeD5MnsBNlvL1VqzFoLHN1lZ99XX9/n5r93j8PiA\natogZUXol4jYY/uW50+vee+TlunUcOeg4MOHA+drT4ySO1XDncOKto08urKUpiJ4gY+RuvRIrWnM\nbnQrBaMLtNGTfORoaiglNNowmxQICUMfUFrRD45nl1u6fmRSFkDe3ng3ElKiMRoHbNqAwLAdBI8v\nPNPa8cq9knsv1Ty+Tjx+7lmPnuADZaGzkEqUDDYghELJbE7SCgoU6y73Haz1WKewIwxdZNYIKi0J\noyWmiB0Co81yKtM7iqqgqB1CO9A1SIEu8jtzvRFsOvAushV5QfJRseyhHT2ByNQoLq4srYVycKw2\n6o+j5/6M4y+U+yAynuc/Bf7tz3yPf/q9wKf8Gnanwo8NHCll7JePgd47bvqRtFzDTqegBCgpmJQl\nTVkwKSvmjWG/qVk0E2bThklTY4oc1WVMAcoQhWIz9lxfXxN2CI9KFLjksWHg29/6p8SY+PLP/FU+\nnE159J7BDAsW8z2GtmOzaVGyQg1bXBRUR19iWh+g1JTkFX/ll3+OW4eBP/zH/4D3vvdNYgocFA06\nSRamwg2WsimohORz8wNCFDi7RGpJANajpbMWGwv6Qe1AJ7BsB1qfkINl3Y6cuQGbPInyg3BzAAAg\nAElEQVTInWKKSJJpHREucrkeWPYBY3IicVVI9qdFNt0k6HrPqnf4HVlpGzxdGqllwbQyfOHBhFt7\nisVUM58U/PDjFqMkVaEwBSy3nnmjWG096y5QFYr5vGZSVwjfE9wGxi0iDHg30I6RujHcv2uY1QUf\nPe5IEUoNL+83fPXlI4xKHM4M9+9M0DLiYmJ5Y/nRxcjlJnG58VSF4qApWA8uT1taSe0TIin2JoLC\naDQKF2DTe9atY3CRSeFpSsmqs/lKD3iVPqVSSTJSfdNHzq4j80nk+FBx/07F7/3gnGUfmdYaLQLG\n6Lxo+SwWk1IhBdRl3mb6Daz7SNtGVltHSFmzsb+W7E8VA1ns5Vxi23p8yDK2po5MA+jGo1SFNgWh\nG9i2iQ8e9SQS1S2DlpF+jLQj3LSCJ8uOJxcDQiXWo0MhEUJljUv6y1M0/hJwllJ6/ye+9ooQ4o+A\nNfDfpJR+58/6JT+W+b7AiYid0u/H+sMf6xN+8si38Al8gLHruO66P3YLQY7bkHIXrCIkWsod8zBr\nJLvR5t9DQCWZO79JMPqOP/rWP+FyecnXfuGvcefe1/nwvTNmtmW92RLSMWVlECnQdRDVfbycUO/t\ncffeCWb7Pn/w27/HsH5IrQQTOeXl/T2Sz9MFFwPSJgaX2AyWxkimlaK1kd55WjuQgFXvuB5G7k0r\nhMy5B0N0VEphEyx0iaDgyvXcxIF71YwQAwHJTe8YfKK3ESMdMWiKQjJay6bzLDvHeWdZuoE+OTyR\nSipOJiWv3J4y0Qk7OKqjEkkEkSg07E81y9bx7mbFrYOa69ZxduP4/bfP+dLnDthrBMENuH4k+hEp\nBWPXQ4rsNZL9eRaQlYWhHQLnG0tVKp5edXzxpT3uHhvunhZsW8v1JnC+Cjy68FxsHBc3Az4J9qoi\nP3d2YOhGJl4RfUAZmFZF3kZseta9QyTonGc7SKaFpnN5ND2vcuirQjCpFZvB40PBsoeDIbBt88KZ\nlOTOScXZhzfMpEKrvE0xO46jdVkur40mxJhHlhZutpZhyMQw7z2TumB24TieJ1yR7eYSwbYNuJgF\necs2sGcTJ7cUyoz5OTeC6aIkxA2Xa0ep4WixI5UpCTISgsJ5WK8DSM2D44bDuaEo1M4q8NmOv+ii\n8F8Av/oTnz8D7qeUroQQfwX4h0KIt1JK63/xB38yDEYgKHeEobgTKQVeQCp+whfwp5ZA/+9/bAI8\nO1fQT1Qff/ptIwMWndTuJyM+Dnz8wducPX/I6298lTfe/FlSVzK4I7505xWSTQSjGGLgy1//ErOT\nfWrpWD/9iD/8x/8AGTxvHu2h9gQXNwPjGJiXhqWztF3E2B4XIjY45k3F3rSidhHnA02n8qxbwKTU\nlBJAo4TkVjMhxMjKuh0OXRBRbJ3lg+slt6qKaanZr0outyNPVx3b0bBXFZ9mZPY+6xgKuUvc2v2T\nQvH5u/t84dYEHyIfPRn48GnPvcM6szN9oHWwHQOXy5F1G7jcOJ5tLbfHElNJrO0JXYuzHl03tO2G\nZ5eWDx712AiPLhTOCj6+GLneOs63Htl5zjYXrHvLpp3SDYGuDzy8cNy0jhRVhreKiPWR6if8H0MK\niCARY4DrESUsrbW0LpLiC0dpbuoOLqJlzgexIaF9lpArJbnaWmbrgdqUvN15EmA9/PBJx+Wqp5Il\nIkrOlpaiNDRNbhjLnZ7IjnnUHQKMY8gjXSAkSecECcfTq8ytvHsoOZgZRAxYL1m1kaaGs5vA+dIi\nVMthiBTG4MdAozUv3ys4+4HlautwUVEYxaob8FFjfWDeVJQmMPUekIxuZ5f77DKFP/+iIDIe9j8G\n/sqnJ1WOixt3H39TCPEh8Do5ReqPHT8ZBmOESo3UvMhC8ykwshMzp0zrzafop2xjstTjxTLy43ri\nL36kHT/hJ81Xnm57yXe++Zu8+/0/ZH//Fnfuvcz04JRSGh59fMnm6hpdlrQfwOOrZ5zdPAfnUTLx\nyWXLrNacjz1p7LkbpzgfGF3CWQ9EaiURSeBjIiWPj4EgQBtNqRN7tSaheLbqGWNORE4krkOX9fU7\n0bfF82xs6b2nGRSlUEQ052PL1he0Y6SQgmbXbxhCYAj+hcgaAdgUkSJxeqAZek9nA8+vHVcbx8Fe\nzdnW8dHZhn7M3oqPrjo2Mb/5b9psftpueh49WnGzHbm13xJ84J1HPe89Hnh8MbB18dOch5shYBOM\nztM7RzoTOBe4aS0CzdY6Usqd9ps+4JNgOwQGPK1zjClXkX0I9CHR7zwlnc+i+FJIumix5O2CczBT\nKgfIpEirspK0Lg2Xw8j6qWdejFx2A9+/LGmM5IdPNpw0Dad14nw90DvHwbxCKmhKg5R5XF2YRLJ5\nlNn2CethGD2jj5wvew4mBYWRXKwFi4lh1kQqY5jOEy7msagUgbNlQD8OjG7g9pFkHDw3W4eU2fl6\n00JhJO+f96y7XKE8vmopZMGsUtRGUBvJ4bRgf2I4mn/2TuNfpFL468A7KaXHL74ghDgGrlNKQQjx\nKjn34aM/6xftNyX/+c884JOLLY+vx4yoEnm8Y6NlbR025oZT2NURQggqqSmUwqfIGEIGhJJDWXaP\nKPcpdvvFF9uR9GnFsBsVkZcWKRXhU9Dli63MHzdQDf2a837L1bOP0MJkNFmKny5PRqhMnU6SSmZN\nQItlue3pU0AmuGqz/XWMkS7l0VwhFGtv2TjLZrCMMaKlIqbI4aSgc4HKGNaDpQ2WKAQ+5HI//cTj\nfHHFvw49NwGM1EyLCicT22SplWFvv6K98dyMllXss3BMQ/QvAl4Ey2HAhSx+udg4Hj1vGWMEuaRz\nns4nvE100bJMDpcSJZqPL1vefu8ZBMFvfnNJSPCNL86pNLz9o46n1wPPl5Zn/cjaWg5NAUERU8Km\niCPS2ci2dXySdgBZIykKQ9c5rraZdzEGkScOSqN8wO8cojZFts7RCE2ZNBZPmwItuQmX4TQaUpH7\nCUmRjMIkGMNAGwPPuo5ikBAlj552+RlNsN54nmz17jIhuBc908pwUfSkVBC8pqk0UsIweD543vPh\nsy3d4DBGcLm2KK04TgUpZZqUNgJpoNC72LykmMwM5swikuSTx552tBATH59b/vkHG37wyRYhJfeP\nK9Zj5OOLljFFtqOj0oovnuxRG82khLvHgigdX3xl8plP7D9X7kNK6e+T06V/9V+4+S8Df1cI8SJ3\n+++klK7/rPuYN5r/8t96mfObkW+/v2K1tbz12j53DiuG4FkPjrb1XG8dm85hd3PlGHazXyVoKsN7\nj1bcdA7vfOYsJPhUA6CyKs77XUS5z4EhLzIUj+80HBzP+Pa3H2dwyO5nZQYQfipDVUgmRUGjNYk8\n9ksxoZTK6UhSsBkHtNC5S11N8Lu4tivbMojIOmZHojC7KLSYk5+WYWTTjrliIPdClILRRo72a+YL\nSRkkX355QZkE3/vBDXXSWQS1Yxh+KprebSkODmq++MYRjz/eMFjHX/3GCd/97oqHz7e4lJfY26ea\nN99a8Ae/f0l0ASUl7zy/5ld+2yOC5Krrue4H+uDxL5a/lMVWUkgarTOWPAq2XeJ//N8eoaSgHTJp\n6GLbUhSaj59vuek9LiY2wYIQtD5RiYjeJRqRYOUtH2wCk14zLwuMlCAd563FeiikoFCZAVlrhU+a\nSztkGtRut6mlZF5IgqxYR0sdJSGSoaopMMYeBJggmcWSRWHQhUTqDJSyKTEtJIu6oh08zmezXps8\nRgi0UKQkaPvA1SaPdC82mkWlIElCEqxaT7A7j4MUVKXhaFZgRN6qSAV1pajKzFWQk5wPKY1i/9DR\nbz2fPB35ve9tueoCy63jculYdY7nXc+PlppFWfHJsmMTh0x1Eob3z7fMS80X753waGX59qMVt/Y/\n+/VfpP8PXcn/v46vvHycfv3v/ieMQ2LT9ihlaGpJpRPJWVwMhBgwWhKDwDnPaLOksxscKeUR0cMn\nA1WT//ht77lZjVyvR0YbsC79mGNHYts62j4iSkdz4NmbTDh7Gll3DlkmyqrEdp4QHFiFlgqtsg4g\neyYCg3O4IHE+ZtuxzPBNpKKQOfRD7liSISa23uZqJgkmlaY0ikTEB6gMhBiwKUKSn3r8zQw8kb19\ng3cgt4kvvj5DdJJHz0a2bXY8RpEgRqRMGJ0rkSggqMibXz1GJskffOcpxWnPaqXo2oHTYoq1nuao\noDqBqw/h0KpcuveO6kATo+DiyvP8YklZCCaqZDM4fIgUEhZVwaQodssRxBBRO++nJdAPgTZ5Usp5\nFS4FTMwuRp8io40syhwufNF2hAhDSll3ITW1NDlaXki8CMwrzfG05KAu2JsWjB6CDAwhoiBbpCVM\njeZwXmTwiMjMhLYPbHrHxjmaJkfYDT6yKGruHVYczCqeXvYsO8e2D9w5KPjGlxtikjy5sDw881xt\n8qTmajWwP6nQEpQS9NbRlJppqdFScXpkuHc8pa4U7/5oSecd4+DYbwoeX1nefHnCW/c0J0cyuzql\noahnCFN/uscZhw1dO/B//E7PP3tvyXbwvHI6RUponWczZtzfGByjc8yaklprbvoBD9xb7IGEIAIf\nnq/5R997/M2U0tf/rPPxp0LRKABcwojArMwOPKlFnuFGzerSE0PkzisLlFCk4HAuLwaLec7SM9pw\n59YBQqtdxHdWtDlr6VYDQ+9IMrJpB56fdVSV5vhkgigtXd/y9jsdD+2S/dOSw8OCaVWiC+hWLXfq\nPRhBS4VSJnPyxA5rnsBnUgllJbPCLkmGIbJe95+G5o7OU5aGaVNmyamUOB8wKuG7gZMjQ3SR+b4h\nAl0HbRdYbiyrbuT3379iURm+eLvmQVVz617DUbWmLA0gUUYRU5bXKpGoS0Oh81W9HSMfPm25Ywzv\nPrQsjivu1BMmSjGbKJKU2NXI4bGmSpJmbvA+MjutOLw95/KRZTjfEEPkteMJ3ifcCAhHSnlhcy6L\nelLIlUCMMWc3hICQkRTzQtWOEEOgHQN9n8vJPIyOuHjAdvDZHShhUshd6IxiPhM8OGnYn8LTi8Dg\nEk2psFFw50DmxTgJujETZ4pCUilYzAtODko2QyBGgRsHRBIcHhaIlFhtLH/43ppX78z42hv7XJ63\nbAeLdzE3cpeWg/2KV49qXjmQO3pHZDlErlYjpVEc1JKqVDy4Jfmj9x1XbeBor6BsFDZE7t+u2G8q\nFk1JN3reCgFC4GyZaK3g9fsVQhl6F7i4umR0nomOTKtEUwu++EpBYfa5XFumjeZgqjlfBepKcLyn\nOZwqnItMp4nT/Qp0SQqBh096XPJ0Q+CXXqv5R997/Kedfn/i+OlYFIREF4YwJigUPiWGVY8fA1pr\njm5NKKoaVSiiB6E0Sle4riMRECLSbjqi88z3F1AalNJIKVBaYPYNiyNN1244e7JFRsle01ClwPJc\nsNjb42uvzNibTjBGMHYjH3zSMUrJSWm4faBJO3/KpILT4xmmAuehrBuCT4ToqJuSQguUqbAhcHO9\nJfmwi1gXGK1QMiI16GKHefMDTz654ux8YG+mqUOGcb70Ug1k7X/b9nzl1SmrNoeeFEry/Q/WxBR4\n9f6U+aSmKvPYSSZwwdHMGozWBJHbh/fuDHxlNediM3K9GTjar3AucG+/JiVJUxieLVd870drkoeD\n/ZL+JnB5ccleUzFpFNIYfvFnX0ISsePAemOZ7zfIEHCjRWmNSJGQHEJkLNo4WpwN3NxYrraZ6qSV\n4GLtKbTk1knDfNpAkjg74kLK+PYUkAK2naWpMzhl0yacjWyKyMncsDfPJGRvA/3o0FKjZWQ+yeEo\n29EzmSQuVj3f+v6Kdy56bh8VfO5wwtmVpa5ydaa14tn5wO1FR049lxztVwzdyMmixKLwyXD3zhQD\njJ1FKsfVcqAfAgczg1a5SXz7pCKebzjdL9lsWwabmE8rTg8Npyf7jIPl4nJJDIbmTk1TG7TZkbJc\nROsEMVBqgZA5NWpeCX7urSkiJtZbyxgSVSWYTQzBRqoC2j7RD4LV0lE3ib1Zw/FRZNsqTvZEzpf8\njMdPxaKQdlwDWZocBmU9RhsqYzB1TTFpIJITfmPcBbmALDTRZ6+7LqGc59vLssb77FaT9YRCSGLw\nVCRe/oJmvpjgR8fls2uCGDF6wv2XCu7c2ofgef50SyMqnlyNfO7eHifHDaYwQKblTBc10Xm0ysQn\n1eSNqNgFoIQQKKTkaGYwzQJd5CtBioGxbRm2HX4Dzo4IFSnLkpdfnbO3mFA1JpuzUqAoC6pZoFqV\nHATHZNGQhGC9tNy/F5ntGeqJRiSDD4mUHEoqCAplMs062BHnE2WKdGvHS3ua7WUi2cAvvnlKqQxR\nJpJVnOwZvnB3Trf1nC0HRuFZTKfcvztDKp2BoS4QYsIHzeFRk0+GMZBMZmmSBH7wfPxwy61bM5qy\nZL3e8u4nLQjFZKJ551HLtgtsreUbpuD1V+YUpcZ7R/KOsR/p1j0pJiZG0I6W6XSKUpaUIvv7hufX\nlqEXLKqE14LeGaYTxa3a8N6jlnUPDw4rtsuRwUlmE8VhX7DtHSEkVKm5tW9QUvDgrmBWGYiJdRuZ\nVprVJsNkjueKvaqkrBtM2SALjTQBowJDd4PGcXTnmL7zGO94axG5f1qxXPccVAXzmWFxdIgbOlyf\ne0mzScXlemToPCIm2hgoTDZApZBYdzA9NZn+XDccSMtma0lRsJgbzm8Si8ozKUHVgqQkr73SUJmC\ncRiYTLLhalpIppM5daVR5rNH0f9U9BS++upp+o3/7m/vuvg7jLlUWJ8130pm5aKQBUILRHCQyCGm\nWiGUgugJ1qO1zrjz6EkhIIoSVZQkFxFKESWZWBNlDqMVELsVfuh3bMNAjJKiLkDrjGG3Ywa0GIOK\n4J1DmhyKgsrEXWK29QYRwbrMPGg7ZGkICUxZobSCQiKlgZgNNC8wzdG7jN6SL5KV8rgua+wT0boM\nsFUq9znIrsdu3fL4yZo7L+3RNIowePp+zAxBIhdna5KIqBT50Vk2ddmUeH7ueelkwlfemFJVFdqU\nSC1JcTeWdJbl9Yaby5H9A4mSJUIIDg8rHj/pWN707C8qijqPDxeHFVdnA973LHtPuwlUdf47bx0W\nREGOqpdglKIuJVdrx8FixunJjO26o1B5u2FKg9zlYva94/qm43sfrJlMNF98Zca8Fmxbx+gDWoL1\nmuc3ljdemiIkbAe4aXteOpnk51cmrq8sUknmjSZExXRmCFKj9YzROVzfMvaW5WpLWUakFixmBaUu\niYBPEmkKJloQgkcaAwK6zQajK/SkpCg1Spkd90IiU7ebfxW0qxu0ljx6uuXZ+ZrpVHH3pGY2m0LK\nW93gc9yd7T0+ZidoVZZ03Uh0kSQFq84xhIAMkaKuWC1zHsTrr+4x3ZthSkOMO3RfSghT7xLWIgf/\n1d//16enMAyWTb+h0iXSFATr6Jc3fLK+5OHVmtdOjlhUBUWhSdFQGIESkdnePkLu4rJkhAKi88iY\nIOVMQ7krqa31CCGRKic3y6Yh9Q5VlPjguX66pZ5WzG8dEmJEhIgkkAJInd8AKeTRlNYFSUqiBBEi\noEBpQpJ5hlaWCBJ1NcEFi4wepSB5D6okOAtSIbVB7BiNyiS6sUf4jJUVUu6CL0KWb8RMZ1rfOFbr\nHhEHxt7TTBTL1ZZCWwqjCTHQdyN+Z7C5WUf6PvDG5ycURvLkbGBvJnn1pYJZrRj7yNMna46PM3vh\n8OgQWZSo0lCUFUqtcWOPYGS9iRSlJAiPmiae3WyYjjnr0oURPwYGG3jyrKeqSnCC115aUBhBcoGk\nM1GpKDUITd2uiYPj/XcuiMDhXsX+6ZyhcwgtMQWUquK0mjBdNMxmNaXK1Youcw+jKAxFUfPSA0/0\nlrKcULU9zgsuriLXq55tiJwuSl65c8h8MSc6x9nlhvnRAdP5jGmC5flTpvOKp5cdqzZxciBRRYMy\nGjdk85lPkel0H+EdQuZRqbKBjz64IEp48NICESSm1JRNgbcxuyndlnHb5Uj5ONLUGfZTF4rgR1LU\n1HWD2ttHGkXwNqd6jVkNurh1iJSGOAyo62ueXXv2D+ac3jnBmBLvLEZXeOewY8pKy7pCT+agK0R0\niH77mc/Hn4pFYdtZfuN33+HuYp+vfOUeJIGeVbwyu8PRwRHeRtqh49n5moNbe9BDGkc2S8vpy7cp\nTAHlBGlHYl0T3IC0OUAlOc9oW4rpBOcCslSkKPGuJ6GIyaObfW69cYRQiRhcrgYYcuYhmZwshNgl\nUUGQ+WPX9SiVoRnBuUwU8gHnLARYLAqGdZcRa4XBaDAhkoRDJEEUBuTOeB8z5kzWTX4DxJgXkWSB\nlLMZrCW5/GbSqmA6L4kuMKs0PgTef9gxrTJvYDaXjC4wa2DaSB4/GxFS8uarc1Zbx2ImuH0yRQq1\nw69nMdF22VHPMvnV1BP2DydEKsZNjykcH3y85lvv31DVAgJ89fNT7p5MKCZVHqVay/xoQWEKjk9y\n4I00gtAG+m5LlAJjKqQxTPdmOBeZp0A5mVBPZghtqFMidi3WDoxdT9s5ri8DRinKvRrntkglKLXA\nVBUxevzokMrkWDypuf/6K9hhwH34lMunK5rbC8pmBrphWN9g1y291AgXUdrhNhuSKXnjrZe4eLYk\nDGt0DAybkefnPbqe8dpbDyibKdePH+VkbSEohefBKw1VlbdS21W/i7VTxOhpVwNS5iv10CYuN5Gz\n1rHsPAcLz8FehdGK4EZ0WRK9w/dDdlrHQEyB7Wbg8GSG8J5Z3eAXUM4MylQgstXJSTBNlbM2pSa5\nfLF60ciVxb9CncJfxrGYVfzcV+/jW4/zjtVgOV+OVFJwsj+haErcKKgrRbceWC8dTSmZHASS7aEq\nSG7EtluCyugrZy3eByqtkGhsAGXg2cfn6EIzW0xQ5QQlBGG0SJ0TlsbrG5wdkFJw/XzN6f3TPE5T\nknHoiKPF20w9SkIiZWRztaJvB975ZMu7T9cUlcGIxNffuo3rLVWV5+kX15bT0yn7Bw3TaUVZCGIc\nkAlAoaqGZD2iyOM7URmImu35NUVhkNWMgweLXG7alhgifhx58+iI5bLDxg33XzvCpMTVkwvAcXxQ\nYIxGVZrgI8kHDg8thdb4MYBImFJR6AJvc6Ctt57lzUA9zYEmRTNBTmsmRvBSseXWgyNK5THGUKoc\ntW6KKkfvrXuqdsvqqmV1sYEkOLl3ithTFEKDMjlsNnm0lOipIrrA5OBW7uQmSG7ARqgWC6r5PgfR\ncvfVlF+HqEmuQNc5PTRVFUZ4ktgSQkLokul+RqKVMnD/3j4P7s1yT6KpSdqgSsXewR6prFAlaErq\nxQHdasPb3/wR18uO04Oa6QSk1Nx//fMUkxJVLRi3W26uW+Z7U0odGbcWI2tUU6GNoao9Uml0UaJL\nxXFd48aemCqiM6zaG7794Zr3nvd84WiCd4mjQ42zln51za3TKVKXjNsWP2wQGJqDAxQFVA1hHFk+\n8wwXa558siUJybPrnlUfeOu1Y9584xQxbInOMvRLkgRhyp3M/7MdPxWLghSCbm1595Mz+OApbVRs\nhWcmC956cMrp4YTbD2akNjeD/GFAiISKgn7TZaFOWbO5uuHypkcgObo1xzvDZL4gDFvseo1Qhs3W\no5PDmIJa7/ZewhLGcZedENCFJqVI1WiCG4gh7+WjSlxst6w3gZuLlpOTBlzA9p7FwnB6OOW11ybM\nZ3NWV2t6O7IZeh6ee6alYG9WstpseH52w8nxjJPjA5rFBIKnbGYZKCvBeYuUEhVAKMX0YJbhLm7E\nbzIeTZYlujAIlZVxB7cajk4XhCjQkwaJZX1+Q0QwmVaMfUccI5NZiYiacQzUiwldOxJ9YL3pWa96\nqmnJrDFUU5W/V0l0mRjanmZiODmc5BPbOSIepev/h7o3+ZU1zfO7Pr9neocYzzn3npv35lCV1TV0\ntd1td7VNgwwIyV4YNt6ZFcKIDRIgIbHA8l9gCQnJKyRLLEBCTAIJFmyQZS+Q3BbYtOkuih5q6sqs\nzDudISLeeIdnYvGLzCpjt0lLjZQdm3sV95wTceO87/M8v+9IMUUbKGPEtJ62v8atN0ynERM8sYD3\nLc1eC3D0xJVZhjOh6ckSSXFGagQR4mnANQFTDGIs2blLwK2Dkug+C7otBoMDvyLc3kJJlGXQROZl\nQMTSrzt816mN0Tpc0yG7K8J6w+Onj8yjEG6f0oQzOcOzq5kPnm3Z7q/Zv/tUw33ajjKPOpr6wPOv\nfUAejrz+6R2Px4UPv77FWCGlzA8/HjHtzL7X977btti+IziDWMNXg2OMC71z7FYqghqPZ4Yx8dHL\nicAC4rHO0HQbem84PNzjS6TkhXI+8WxvadqW3/nhwPc+GvitTx7Yd57dyvOVFxuYB0KrONXxlPnh\nJxOr8MVv9S/FolBr5XSe+eR85PYG3v7Q8tM3Zzatpy1Q81OGjw9IntnebLjd97S2InPBdF4r0IeR\n3fNbdi/UJCPGYrpWU47rimlIrPZbvvn0Bm1CVs1gnCZM1YQiKoTtluV4Js1nYiqcxwFvHXQNh/HM\n47lw9cGe0HokR+oMu3VD11mePrMEa1iGxPZ6zVf2Ox4OJ+Y5Mo0Ty2zZ7TwlZza7Fa5zzKcZaqG6\nCdKMWQwmW4opqnIzQk0gIRDaDkKljAvGB21kSolpmPnkp2/pdyu2XUNTEs43NKuelz894kNDSYa2\n8ZTkcEGP/ucxag5kgWbluAobci6Mc2QTLKvVCt+1iDX0+w3D6cQPfvSaFFq+/o0XPNyfEBZc6/nN\n7/2Am1WlCY7WWcQGtqs1267hban89m/+mD/zZ3+RVU6YODPHTImOftcjXvMosAYjYFcBYz3i2ktO\nYYU4U2qhHAfMZoUPLYKlkliGgXp8IMYFv+kx1uK3jX6u00AcJ6wYyjxAqppwhGXz7Ak5CdLt8Jtr\nrna3bN+fNMYtXnrMvUFw2GZDiWdqyTTdGkLLExy8uqdGS+1XnO8P/PT1wqfHmUqE2X4AACAASURB\nVL/46zfYvqU2HXef3jEOI+tty5vXD7Ttmn/5X3hO4wtVYLPpWZWFzRMdHZYxsdp4dje3GKnMr7/P\np8cRF4S0ZLabBhs8X/twzX7X8O2vtDy9avDO8/jwQFoyu2oZz/q7fO+2YXu9/cL345diUZjqwtW7\nDf/6N3+V//Pv/wizLzx/54riLR98dc3dIZFT4jxMvH2cuVvveP/5inXn2DVrxFnEOkzTgzHYC3Jf\nU0GMp6wDu/UKKZk6Z2rrKcdFa9XbjjJkpGuRDOItYeupSfjoxy959u6aq6sWVw0raZiXmX4alT6r\nlW7f8Hgcuf90JtjAV7++pWKpS8R1Pf4wcf3BFbYaYqo44ykGQtsiaeF0d8B6yw/+j48wXcQbx/Ov\nPNWORwxIizSGdBww1eDXHXXTUa3T3ElAXKLaltPjTN84Dj/6BOsNc5q5ue1Yb3usCFUq8xQ5T4nQ\nttQ54nunXRNxor9S6rdKpdZLGW8uxPOZkis1F95/vufuYSY+3nP8yZFEJfeO8ymy2zS8fnnAm8Dz\n5z2Hc2Vk5JNP7gmbNSlOPEwLx8cjT17sWfU7snE6PllHkQIFnO/BWrIoDWpEKMbjfKC4ABhVhoq+\nJ2MD9EA0SDXUBFiLsZ7zNCCux2w2GCvgHCVVxHhcv8cZpywPUCQjzRWSE7WtIAYxDnIEqRi3BirV\nOKzrWBnP6vYWKYJ1Dr/e86+8eMFwOOJKRnJkeYxM44j1BrGB97/xdULXcnp4y49/8sDv/+SBX/6m\n4WqzYv9kB3nRPIe7kbtP7jXibnTsN55+3XEeFvxqRdOv8SK0+8wL7ykpcv/yLZ98+sD9/chX3+ug\naC7keSq02y+ex/aloCTff7Kp//Ff/nP82rffZ54qTe+YcubV2xOrPtDtWpax0rUWY2GeAptNS+Oh\nCcqz21yh7bFGF4hcEhK1ERlzwfgv7c1ivPrLqyDBkk8naALmgvpLTFQnxNNRG6tEDUfH1wN/8INX\nvHixYoiZ8TTy8vWZn3x65FsfPuXbf+KWbt1iqrYyDW9O2M7Q73vqkolLxbUOcR6pMA0nrDXUcWQ4\nDlRbeXh7omu8ilqcpe3XrJ7uIFeKNfjQYqpQjFaPTccz5AW/Noz3d4T1FiPCeDhwfnhEXGBztVcz\n1zDwW//wIz78hRtunu0RGwhNw3iekFKQnNSQ9DBjO08qCUOD7xyShN/77Ve8+MY1z957Ro1RP9eu\nY5pmDSWtkeO4cHV1g0mZTz86srntCRaaXU9DZRlGHo8jT683uG6t1GvRHZOcMcFTlwUbWopRDILK\npXGpknXlhpiRNmhi1rKQ46Lt3ClpxRuA1U5FqVYVlqse41vEXAC40AEGEycKlbKMuNBTkqL+Yg0S\nM7VkVcrWSyJrzkpn14zYoAraUvWGFnUj1popy8TyeCCOJ6ypiNhLu5NjmhbW+y0xR6pYuq4BLOIM\nNUeObx4xNWKbBmsqw2kidA39douxlrxEbC3M0xljhFc/vePVy0fOi6ZNffC8I7QOcuY4zDx5suOD\nf/+/++NDSW7XHd/5tT9BCAY3Jy0LsYbddosLTsMrrjxCJU2RcLPDtI2Kk4wQHx+Zh4F16PQicw7x\nHuugkKkxUZLqFqyr5NOAXW2oOVPGGds0Clo5oV5QbAkevxbyMn5eInP1Qcf2nR3UylNnSMvEL0wL\nWIvvO93VLuKq4hz18MjhMDHHmVXfY0Tbo9O8MA8HPv79e55/peN0P9LvOuoUWa8c3XaFdZa8JIyD\nPE9I0HBQbctuKMsJfEOzcZS5kpcExUE1uLaj2RryAnGeKUV7C0PX8s1vvcNq2wCBZr3G+kArDcQz\nMQp1nmh6x/39RM3KfoTVit1Nx9XTjtCsMN0W2QfIWnPfN7Dynnw6cnWjZTa1THzjlzdQFKQ1uVDS\nhOt7+qsNFA2+md4+UEUI65Uat8tFTwLahCICy0yaRggBcZ5qi2bZTws1RkyjwB4i4CvpdCTlRbEL\n3+O3azW0GZWE81nbVpwpSU+hYjWEpyyDMibWQBwhzeRigYYaPJIiNRWKE0xo9crI+XLakMsiodE+\nttmwWt9QLuavmiN1nihpoXPa+FQe3kCZKFawPiCpaEp4Xmj6juoMZPDdin6zIY2zVs+vNlTnsKZl\nfrhnf3PD/p0bIBNCoxvDaaBI5cXzDZL+mEW8x1RxXYO3jugSzji8d5cbwH0u8JEq2owsFnEB0QRv\nuqsbareCxiFZkMtKnmuBWf39NThcs6KiluxiBBqHmbJeYDlTBhVL1RIpBKxYjHGUqErKmhPMi4pT\nUqLkTCUxvTzTrHoNKHGGOExM58zv/vgVv/07D/xzv/qEb3ztCorBLZ68RJal8u6H15hQMSYhCarN\npDlhS4ZscKGhCuQiTK9OhNaR24W7x1d4k0EcfnV5n01Dd3VDnkbStBD6NWdOvP30FdUJq1VHWLU8\nf/Y+j29e89GPXrGUV7zz/ArnArlmluORZcpsbtc8/4UtyylhPPjVFpMq732to4ro5zmP2K7FdCvV\nUziPXXuII+nhLdIErDN69DZK/daUyEW7M5ZhhLTgrzZI1pBdUw3FBEzT6me+ROqiykbjvRqFcoSi\n4CpNwKwuuBFCSVl39y7gklfRmmvBhUsEl1McomSkREqJ6mPxXgN/i7IzeRkgZ2pakOAvvpKMtR3F\ne2zVBC+y1sIDqiXLRfUyVfTfLwIsTKCKIBlqI9hui1hPqZWm26gE+WL7zyVjwort5gnVGP0+DCFl\nUhyhgYKhxowRj1vv8esrKpVSI2WeNBreWvr1NdrQXkjj8Qvfj1+KRaEa+L2fvmG4X+jWjo0IH37t\nPXxrKbFinKXkiIijud6rYGiaSMNANoIJlhoTEivGOeIwYJoG8QFqJU0jrrTQGcQ5qnOU0wnjCmWZ\nqHOlWGF8ONJ2vYJrw0C+lHX4riHnqJTpOUFKnIcjxlT66zU1wOk04BrDfEy0nSdsDF/7+jXP31/T\nWos4gQjzeEZMJfQB5wxlydow7IXlWMnFcDpMmDpy87X3aFZbzi8fOE9Cc7Pip9//hPGc2Wwc83DA\nSyUEw/q953SNeg9KyUwP97Rrw7OvXFOjwTiP9w13r+7423/ne3z3x2/5tV96B+JFI0XBrx3X1702\nRBeLDZdyk2Gk4HQHzzMQ8aFlPh6x5yPnhyOrF+9j2l7VpX0PriHOGWMDVhwVR+06rdKZJ8xmqz2X\nzuuEYCBjIRby4USRolV/oUEL/yrp8EjNCbfeUZtO8wdTRgp6GgnK9wsWu1lTxWPkAlTWfBl5EuQZ\npkHj862jZlWrYj1iA8YbxC46JeCQOGFS1HQW0bHNdB2I0Q0KuYwjXt2qcslErOgYmwq1Zv2/O0s1\n9tKoXim2Ae/AGEqKukBI0RGoFqRmSlpUTesDlEtxkL0I32rSRQ7Ff6xtKctEihG/3lDHiYc3rzgd\nHv/wG/D/9fhSLArLlPneD95iW2FrOo6TpW8feHqzImx6akq8/Z2PtQjk+RXeOfAe0zpV/n0W834+\nkfMCUkjLRLm/x60C8ZwYHw60mzXh+gqxhppn5tNJRTtiMH1Ht91gjFMwKi9QM6VapFQkZkzj6btr\nak6YwZHnEWrGC9w9HMEKbz6d+aU/dYsVh99ZNrMjrPrLphLxFc7HEzme2W2vCDfPob7CtpfdEjBU\nvPWIsxw+eSAVuPnqLW9/8Bah4Wu/9g7z/QnzrKrLckq0jaNMI+N55HR/wARPu9EFzq0tS4q8/ckr\nfvu7P+F7P37gm++t+dO/+ISXPz7iPEyx8PAq8eqThVwrf+ZXW8JqfWFywPjAMke8CQw/fkm0LQ8f\nveHJ+w2nhxnnHe3VTtWlEjjczSx3L9m/syNPQYE+oxRqFp3BnXfI9oYyjeQ0UcdJ8xJD0I7EaUFE\nd3FqRbZWqUFrkZypJmk9b05QEtI02NADRkdIRG+YnChpQmqmTgtpnqBGilRc2yHVYLDksmBtoIhe\nX/iegijmYCPGOgyZUqIGC88T+BYTWsyl1k8AUqZ6T3UOIx6mGUAr4pdCzWdMtwW5SPQxSL4kUSFI\ntVQxSEmU8UhFRXTVGiiCNY5SdOypWbsqiqgCtrpASon5cKcbREranfLPkPH+RUJW3kfj3Z+hiSV/\ns9b6N0TkGvhvgK8CPwL+cq31/pLw/DeAfw04A3+l1voP/mmvse48f/7PflO1405pvbxUJHiK85Aj\n2689U67ZO5IxOKe6+rIUbB+oDlIaMY3BBk9+POA6j+l6GhupxzNxGnGT7tDLNBCXhXa30rbmlBGr\nPgWAWoqyGsgFmDLk05HqHb4PtI1lXjJxnBFT2exbSi2svq6U2OlhYPd0RQ2BukSEiu8s8WwpNNQQ\nmHJm+PgnGMmkY2G16bFWaLcrXLfm/OaRdr/B+Jbp7cjuvaeUZaRmQ+NashRc4zFuIC9nYq588vE9\nzdaz2zQs08DLj89895MTb+5H9q3nf/+dB/a7wC//4lO8CLcvtlTrubaO9ROtrEvnSHezx3YtxEUL\nSYxgQwvO0e931ONEt39BGieu3t1jG0eeI1jI58jy+g7vMsPLN7pAOYNIh+0aPXHnSJlG8GvqOGG8\nx/aWGhdqaBDfUvJRS35Mo2xCWsAGynSmTmdKOdPsd9Ruo9SlfNZEbilxQtL0M4+MEd2h+16l7qbi\njYBxGLmMqsboyOAbqvGf4cukYKGp5JywZEj+YpntuRAm1LTo5tL0yt4YTVJGLKU1VCNIKQp4l0R2\nDolRG54QIOvfjVO9TFywaSLOA2GzR4pQFk3DMq3B5Ewla+2cGOI4qCp2BdaqmU5qxYaA9Y4r/0fb\nJZmA/7DW+g9EZAP8fRH5X4C/AvytWutfF5G/CvxV4D8C/lU0hu0bwK8D/+nlzz/8TXjHzXaNbRq4\noP809vIBVegbAmtEss59MWlrdAHTeKr2qCGNtgqXNBGHBfvkGhGHlYoLQY9puVCdMA0j1juc8xh7\nuSgqKpF2At5RU1RzVVoUFZbCPI6cXz2ATeR5orqs0WtBVYPtas0yRppVw5uPH2g6j/eG1bbHdytM\nENy6R5yBpTKNE+IFHxfNY+zXgGG8PyK1UnNkeTwQbnbUMkFc8O2aOMw0NzeQRjg31GqY5gFcYB4z\nv/fyLdu9Y8wVaw1feWdDYzN/8V/8gA/fX7NfdbRX19Ta4TZbKpU8LvR9jzyzfA6a+UyxOiPXnGFe\ncKVwOh4xm8DmvXdZXt2Tphl/1VOaHmkyV5tG+zUOR5ZhpIYO0+/0d5cXtcD7FjMNGKdJyIVKEY+x\nHhMnsHoEL4vutBIjsUQk9NhuqwCxWGpaYF6UohSo1mCWhTSeFb1vgpYCGa8si0eP8VFZl9p4yAkp\nKhCzeUaaFbhAiRM1qpaEslCMzvj4Xt/rBcg2PlCnkWq0r1SKh4uZzhhLSUWTpttWMYdclCLPBSmR\nmkZqjBTjL6Cy7sDWeWVYjIbAuZop4wK5kBFsF6jW4/r1ZcNISst3HfPhSC6VdrO5aDP+iBaFWusn\naEoztdajiHwPeBf4S2hMG8B/DvwddFH4S8B/UfUs9BsisheR55ef809+jZRUe74kXNcSU8Lkgtii\n2u6UMdZSfxa4qMo4I1QDZTxTzxPzwwPtkyuwFturLjxNo6KRzkDSeu+yZEqMlLSQ5gbrG8R55tMZ\nKQlm0Xbn80herWgbr/OdM1hjcU1LtZW6zMwPj9S8aBvVmFjqmbQkptPCUismF42BPSy0xbIcZwTD\n+sma6g1r35PyQsXTrjeYfks6DoRVoOSFeDrSXu8o00Q1Qtj2pPOCu9pTfaNAbA0kv+CNYVvh4dMH\nQt+y2bdscuXF8xuqGKbTia6zNE2DMy3GbzHrK+ocmR8fka7R4tuiZStGBNCy01oN0nRgIxjo+w31\nfCLd35GBPCeWP/gUv7/Sxcp5rDW42zX28ABZKOeJHDM2eKXV5ok4vMGFz8RKDtttEN9q12JoqCqW\nACNkLC5zuWF1J5e86NemM8a3lIsZrvQrTNMBRReNVMAWSlUwsl6UkHK5/oz11LzoTT4vlGkC46n+\nZ8Y0qVVl1s5iatWTC4oD5CUhxlJLRFxLNhYrgpgKVhDTYE2CGD/PA61GqLVQUgHvqSWR5zNiWpxT\nkVuNC/M4aAltWZBqL/Mcek+kRJFCjhPD/QPGWXzXKn7hPSYlHl9+SuT/pzyFSynMrwJ/D3j2czf6\np+h4Abpg/OTnvu2jy3N/6KJQSiGbipFCnAbykvBdQ1kW8jhhjMV5R7Ua1FlyhqalLFlnUCNkD+07\nTzDGUFICqeTxTMmFedEo17ZtqUZI88x0Hmm6QEoLBquA1uXIV2pFqmC3W+XLl4U4HChJOWW3WqlI\npmlxe8MyHjgejoynmX3YkFMm9EI6FJrW0XVqO54fj1Tr6XaOeVpw6546TNiuIbQr8IE6nPHdZS48\njvjNnpgseZrpbnaUMWKu9lTTQhbyHDm+fMS2Sjt2qxb/wVPIEe8ssVScs5RccM7pCQVNhjKpUA+P\nvP3oJQ/3A3GCZ1+9Zvv0Gtv35KrcOsZCzORh0O8XpxepbzDba2zTaur2eSYf7omvX9NstxQxnA8D\naRhothHbdrimByp5mcl5YZki1glxPGO7FVIElgnrPCVWir3kZMaiuYaAFG22rtNMmfWkQZr18zMX\na3quFGsxJiiTUFTsJEApGuJSrNeFtWRKTFQEcR0YNblVMZisn0GJC8VZjG+QXMlRU7hLnHQUuoCQ\nVSqmX+G6LXWZFai1lVonrBQoEZMLdTbaowGYKtRhIg5HbXJKhSlpdF2cIn/rN/4v/qVf+wWe3KzI\naaRkCMEjTlWt8e09n76848cfP/LOu9dsdz2bPmAqPN4dkDqzLNMXvs+/8KIgImvgvwf+g1rrQX6u\nxbbWWkXkn0kF9fO9D+/sVzx8+pp4zqz3K7pdiyyJOiY9OrVCkogshXSp+WYcyDHjOxWPVEE5YOv0\ngiGTqoaz4rwCOWRKKkwPJ46PZza3O+KUWOYDO2+RXDGNpaSk5THOa8bCshDHkTjPGOvxocG2Hcuo\nBbBxyhzeTpyHCHaEpdCvApvrNc4ZjBHG05nT/ZnVpuP0JtL0LXZRma4La6TbksdFwanOE1++wa06\n6qWSrnn/Q8QI+AnjGqr11DQRz/dMpxOrbo14j7MOawpYLUZpnENqoqasFKxRb8T89kQaRkwb6PZr\nShNw4lTD4D04f1FnVFgipJny8EhxBt+tKUEpQjENkjR22V5d4fdb6nlQQJBCWPd0T3awTNQ0U88D\ntWrrtzWe/tkTEIvf6RhHTkpBzwNlWjC7K6RRBoKcKMZgkpau5nlQoVgqIIo5WN8pi3AJ2qVm/Z62\ng5rJVYVuZT5higPfUqyhOosYTz4/IrZR4LImBfys05HFWaoEqg8KcOcF0/bUAjZnynyGsmhk4DLp\nru+cLjb95hKou1zGFsjWqXbCGKQ54+wFYPSe8yeveHy857vffc3rx8R0nnl5WFjvOla7njiOFGaW\neebu9Ynv/u5rzqkQnCHPM+aqIXhHWhbadUMwf8TeBxHx6ILwX9Za/4fL0y8/GwtE5Dnw6vL8x8D7\nP/ft712e+0ceP9/78K3n13U4jxprdpdYzidcY2jbgLUOzpq4cyluAhHmaUacZ3g4k5MWXnTWYRuD\nu/DZy1JVEWcMxtaLMs1Rg2P/bE+NidPrgf7pFUscWY4T3jT40KobchpwziNOmJfEdF5oV4YUZ7VC\nd55lmGn6hve/9R7WW4yzzA8nUimk6UwuBuMN+MDVB71aWzNYr3VeYbdD+h00Pa7t9eabB1zvqdaw\nHEdNA84Z3ArZrEjTmZqOjD99iXTC+sUGi1E0OxikMdi2w/hWEe28IKXqxZeU8mpv1ori+w6XobdG\n6TBj9aaYZhILpmuVGnQe8+QaJ0JdIqZkFdZYryrReb5oCKDminENpusv3RxKxxXfkMeBkjJu1SI5\n63G47TFW5dalVETAhqA6hHalp5V5IOeCdCtKEzDJ4UNHrhkpGVPqZXSoMOvC81kLmDGeiupRTMqq\nZ2h6ShFM8GAui6AIVq4+Qw4pacQ4RxFDbaz+PPEY5ykx6+drVFotAqbbkGsmO68Vf6GnCEhSGrTE\niOQZiTNzLPhuTV4eqVKxTYcJzYUpGejbTKXnT/7KLb++/xb9psM7j6naZZHSTC4F37fYNvH1b97S\nNZbhMOIMHI8Lq65w/XzHOM50bfNHtyhc2IT/DPherfU/+bl/+p+AfxP465c//8efe/7fE5H/GgUY\nH/9peMLnr0PVGKlUOJ5m7Ggxe6HfOMQaypyoiyY7H04aIrJ51vP6MfF4OGNq4em+Ixw1HdemTBQD\nkjCWS9wVnI5n7l+feOfDJyzzyHCeMdOBeajEU+RJ/wQkUmrBpKoAVS5Mw8h5XAguMMsZcR7ndVFw\nzmAxmKQq2FgKtiTsbkvbNphi6U0ml4LxDjCUuCAYTLXUeSKeRqwT5uNB1ZVGWB5OxCmz/spG6aZL\nFYVIIT8+MB8OpGOl6TS/8rPodUFoNhnfQjaVOi96ApqiXqCSMbmSl4pdFaRpydNESTO1OvymUm2C\naijnRwXuJCAohVZz1WRVkc9FXaVEOE8QOkwTYDrD6ZHPUm4LUI3B7q9xWS5qVIMpkXx6AOeoohoS\n6xw1Noh3yDKqYAqd6WuMShtfGCEpcgERNWmoxEl3cTHK99f8eRKWCQoel5wgqdtUTKHUGZMCYKlB\n1a3qygzUUqBkxHPRS6iBT0QoBXV21ouwTZTJyOMIOWqztHHgG30fVuEJCQ3Gq6uy5Ip1oi1WBZbj\nQJUKWDb7Hpsr6TBwOpzwrbm0ilvu3544nWYwlpvbju11hw+Ozb5jmWfV9DjD6WFSUeg4fMEl4Yud\nFP4c8G8AvyUiv3l57q9dFoP/VkT+beDHaNEswP+M0pG/j1KS/9b/1wsYI0ixLJPu+HHJhLUwnE4I\nCe8DbR/IYhjfDLStY3HC3e890u4sD68Xbl403L884Y3n6hefIikxTxpjtVmvoCQqkcPbR5yxSJl5\n+/GB/qajDZbD/YgJWiVfpukifdYRIueJfrvBdhW/WeOkYL1jGRds12GDasxLKcRUsbst8+t7GAs5\ntCwZprsHXLX0txvSEknzjHcttgvEaSFnS9iuyY8T/vpKVXTugF0KlbU2Zi8zprmwAm3H+v3npMvc\nmnPCGkMcF6RpqFI5370GZzi/eeDVxwM3761Y3WwITWBJEVkyNRjydOL1x694ez9wnoT9k44gYAGM\ncPvsitCusKs9td0jlyNznc4UVzDGY1xLOR0p5xmz7jWrcsngNO0KUJAtRcRYVWs6S1myjohxpkom\n3R+Rqx4jQU1fRRBrVH90GcXIM3VJeuQXLkKhqjFkFtU1pAyxIjZQmJTxOI9qkW+CypXFkJaExEyc\nj1QydnOjZiwyphSqU21FnUaN92sDskyqQGzai84FqveqqYgRU2bqdNSFr2mBTDxNGO9I86TBPN6p\nPb4PVKwCixRCCVruI4GKob25oU4Drz9+zfmU6bcNuXrEF/a7wOPjmVcfTxyHGecth8PAu883PLnd\n4/qGZt0yHk6ab/oFH1+Effhf+bxi4x97/Pl/wtdX4N/9wu8ApV4O54kYM85VVl0gx4WU4JQybRcv\nYa3C+mqjM7PAptPU3n0TaLcNtylpkGspiDHYAssyQ2qhJpZloSZh/bTl/LgwD5V3vqJmpWWKrPZe\n8YjLRSiiIbJxWrBG6FpVofl2BRSm84jzjrBqiedJexmDp8RE2K14/ZNHctYm4uE0kyocYqZvG1bX\nV7jVBtqNcsvtCokR9zRgd9dIXGjDSmk0a8A2epEKqu7s90ha8M1COp7wAaXTOoOIZzmOiCnEw4kl\nL5gejHeq268LOcXPnZPVgLGeH/3kyD/8wWu2a88mBL79jS02G4aHkZtnV+yfCy4VjGnUIFQixgZq\niojJys6ElpoFXIPZNJiYyBoxTcmJejoT00Rdt0gWZSNunlBLRdKMb4U6nqktSHX6/zXK95Mr1bqL\nmMfpYlCyXp1ZlaaClm/kmrD9GqVWBbyhLJOqEU0gU4lzwteK+Eb1C1KxpuP86p5Cotuv9XRQoYYW\nSqU6S62X8NesgiS8RRIgmbxMelrrdphSyGnBNh22V5NeNY4sgr+UDdVxIZ5HWG2wwZNihBqRAjEb\nnG84DAkTPIe7yuvXBwqFtjUcx4Wvf+OW02FmGCcMC/u1sOodm1WLcxbXBdr1njitv/D9+KVwSX7j\nnav6N/+dv8CqCfSN13g1IPSO4TgyvJlprwJt4zFWWM4R6yDnhTwlUiy0naFZeXJWI1EthcY7jK2I\ns8znqAh853l8O+CsZ3PVartT6DGm6qwbVLMvRpVjS1y4e33Hat0ROsdyjPi+x7cBIbHME8tDZfVs\ng3FWxVWHAXFOLyLrIbQUbzHVYkOju4JYWEbSsuC9Z3n1Vi+WJ1fkxzOm7/Dr1aUYQakuYgJrKPHC\nRYvRY2saifMEKVKq6hJSjqRhoDrVGJSlMJ5OGBxh1yqe0Wq8++HtwHlYSAa2t3s2V2us8TgXMG2g\n5kKaJsp5wDiP2+0VIJsnZJ5YxiNh0yNSGB/u8L7D9T3lvEDfUM5n6jJh+hZwiDik7ZDQInHBdL06\nH0GDZuZJWaSasXLphbAWJFONV5zCeIr9mdBH0oIkLcYRUfOVEUsVp72jcSGVilnt1Auh/Xi68muU\nhv71IouuWev4KkUXnHmijCM5zYg3F2t7Uf+Eb3QkaLqLPLly+P0f8lu/+ft86zsvaFcbfNdjmxap\nMD4csb7SiOHu0zds3ntCE3pqSSynE2WaMB41jXlPTTPWC7ZdUYyjzGeWOWKblmWMvP3RR6SauLm9\npt1tcE1PSRPD45HH+yOhCZRi+M5f+6/++LgkjRHsxQc/10haFlxwvPr+yDQkPvj2OzTeY51w9/Ed\nw3Fie9sroGUE3zjSMmviThWcd59Hsl9kDWCF0KohZnu1wbYeZ7RExfigk5wNuwAAIABJREFUTrmi\nmf8Yo2rKOZKnmb4P1JSJw8I0JEzjseKQYhHXUmSmNJ1KblPBtJ0mNXcd3nd63L+U16gYKgMZ4qJA\nljGw22CkwjgynU8qeoozdVmo3qlNd14oAma1BecVWEsVg8PSaBr2pbquTgnbqhFIRG+w9W6D2W2x\nIVCTlpKadkV3+5wSJ5bDgRInbE4Y21BdQ5UAQXChx+x2pPEMcSLPI84aqiu8/f5rXh1G3j4+Mj0O\n/Oo//3WefdWQxwnm4yWbwbEMEd8ZcpxhyjRPGmpSEVqtEVegWKH6RtPDbEciYZcBSRPiPOU4IH2H\noSLTTOoC4pwK0ELBlEvLcuioaYJ6wQFsp1RlaKmX2Ld/5PhbtWqvoKdBEA3XpVJtBh+w/QqbLqzE\n8Y7zm0egUjnhVmvCTi6RcpnDw1vOp5G/97d/gG88r48Tv/KtW3a7lvPdA+sXT9lsHf/bb3yfr3zj\nwNNnW7ZXK5hn5uGIsWop95s106my2nfMw6x5l3O6KCMjXhK3Hz5XqX+tVPHcffrIeHzk+z9+y/k8\n0wbHs3effuH78UuxKFgjrDcdOWbGcySnxDyNHA4T+13DdBwwXcfjw4xtHU8/2HC6O2sNrC10ocX2\njuPdoK7JpqFpAzFFpkHFSyIW1wZyqvguUGIBB9Z6aiyUJVHRejpnPSyJOI3ghDQm5YZXDtcb6lxw\nexXWCBDe6TBiieNMOo+EzZo4V+XWryz1NFCWjO2aCxKt+gsxFukDJLDdmpoXqit0765x3kMs1KCn\npnKJaqtzRpoIKSI5kucZvMU6i1n12o2ZEq4H4wx5WaAmzLqlInicpg9ZCzGRz29YDgdef/yGl58+\nkkvinQ9uuL69pbl+gut76lKgFmJdlKqzFtO2VGuwxvP0T38V+ekdV+MKx8z+utUddtWQxzNiHHa3\nwxqPbdvLbm/VmSgaoW78pYszV6Ug7eXSPJ7J00A6HbGb9cWbYKnGIfUMr15Tu4bsGqTtL/oEHbnM\nJfxUKkpLixbwmFJ/BtoCNWdNuLIWEXdREPIzTYN1qkuxjmqDqhuto1nvVRp9sctLKboAp8jtt7/O\nzS+8zzRF7l/f8/40Yqm8uXvLaZx59bs/Yv8kcPXCENOZHIXzMRKaBtuqSWu1bYnTTLvfkIYTsYB1\nE5ITtg845yihwfiGNE6kmEkIJsDbw5H+puVPfudDyhKJ0/KF78cvxaIgIjgc1VritLBkS7/vaa87\n4pS4vzvyUM50q4Ynm4bHV2finGj3LeO8kA4TXecJq54QNE8xpcLwOHMeM/tnGtC6pELT9SyzRnTn\nJVF8Yj5PF1rI6MW/jMzH4RLpnplmlTu3piWXkaU4+kuaM1Zr6uK4KPW53VNdwDnBtK3q7JuK3WrL\nsdRMXiJ5mvA316qUKxpDVmshLws+OKpVhN8YD6ZQjjN5WbTPwQi1FNJ5AqlI0ZMARiPmbderi29Z\nVOi1RKQWLbp0emw2RVutqiSWeaF2gfZmzXq3Z90Zcp5J5wfqcEc8zXqsd4Z2u6F6R3qYsK7VBSkn\nXjzpmI6F8WzwTU85F6r1+PWTz3UG4hpEPHi1vZdSkNX6cmPOFKsZCzjNhSg164ktNRifqXMhM1Gn\nTGkjdhWwqzVIBqPFN2KDWparUQ2FLUhRNgeU5aIoewDoKCIXRqEWVTV+1seRZmxRrUIVp7/Lz1Sq\n2WG7jjIv5PMJQyLNM27VI85qAW2OtGmhPhx58/KRN8eJ++MEzvFkZfmN335F2wW+83Xhdr9iimfc\nttKte+ZzJPkWW4XiDOKNUuK7Dm8CORuqCcTDifH8hjTqJvr6zcQnbydiinz7V95FamUeKv/3915+\n4fvxy7EoGC0QNbmye2fHatdgUCbg+HikZvAUrBQeX01Y37B+ssY1nuXVkeNppCLc3K6w1pJiYVoi\ndtXy9PYK3RQTXhqm80I1RTsYxSr3bQVrLRSYxonzMBG6gGkcXhwSWuZpQUwlzx68kApgnPLgYhHn\nsU2LCb3ujNaqOy7rLsI86YiSLp73tseEQDmdyWJwOM0S9JZqMnKJP5NgKI8T05s7zNprzkRclMpq\nA5RIqlml31Gr5KUNl3Qgg3GOvAilZOJxwq7VCh4vaUtYg7+54fm7DS8y2K6nLiPL6V6puJwoNeJX\nDWG7wjdrvZkbiwkNdZ6JwwETLKbvWG322FVPtR6RgA0dmp2SoBZKFRgn3akvIB5esQ25KEkpQlGx\nArW50KGrQpWilEhG9Q0mK3Ua58ss4DW9GEGKkH1QrICkC6KoI5GaNaKDeunT0BMFacKETguDREVy\n9VLnIlJBFGPIJDAFcsUQ8QFkyZTWgC1gPcbqKVTayjtfu6VfG95NE28Pynrc3ARun68xvuHJdUfo\nNWjVBgVXz48DLhX6VcPpYWCz7hg/PRJWG5pNYBpHmr4jLxPBFJp9T6TyfLPm+dcM42EkzYl5nPBr\nx7e+8+4/3hH/hzy+HIuCCKunG4wxepF8JjqJWcs7pJCmmTTMuLXHtY6cC8vjQkmV1bqh7z01wzDM\nDMPM9maLN8L0cCb0gVLh8ThgG0PTWcqsycFWPCaoki5OC3GJdPsV7eaSDTAv5MeJfn9N2G9obrXj\n0TgFxsgX77uxl6QgS8XokTVGxFYkWAXSclXLroHQrcjDSHx9T7i50t3FmIv1NqpKr22QCqZztLfb\ni7oyI2W6XPiJkuNFIFSpqZKGkRw8rvfYbo1kwTYtOS7Y9QrTNJdIQkGsxzYN3mnMut1uMSkTj0ek\nZJrtjpwjJmsLlM+VnKKesOaKdUnDTavFSEO1Pe7qWmXCl2yCEkfkvEDrMbZVfYHMeiIQS3WNip+y\nZjESE6QFsf5zZsGIocyjSojdJaLNinZOimg/hnFgCzarv6WGRmnHHDW6rlokOP18rQFU9FQvr6GN\nSpBzQipqghPR8SBGqknIrGak5TSQlwm/Xqn8PhjEKixZh4O+vzhxunvErwKu0W4P5zy+RvK00FbL\nL314jTOWkjPLOGGB8eHEWRw/+tEdv/in3mc+TNhuQ65Cv1lTYybOUUV4pRKutpRlYZkmmr4jiGo0\nvIXzMJPJ1KWoNuMLPr4Ui0LKhcfXJ2rRVid7aTqazsqt5lpYhgXnwAcHKD1ZS6HkyHandeGHKbLM\nEYIn18h4SszDwr6xLFMikWmcJQ6RVAv9rkO8inriGPF9S9+tMGK0qalUwNPtAuIbbLOB0CFZDVnF\niCbtyKV9VgQVDlqkZmgMNS6Y5KhtBxZqGTFrTQ5yJWPee4Z1ivDbRv0dJKW5rLW66BR0B20aBbfT\nqLkANSJOKMuCFVGjjYdCguqhDfhupUq6mgk2UKcz6ayRY27da+CtCNJ4qmRyGci1cHw4Mx0nqi18\n+smB1/czAU8slRe3W64+eMrug+eIaNy7VKP4jHWKdxgoJVKXWS2+c6EEq5u1iH6d2M9VhxjRPlFj\nLszNRdtQEzVOECeMFUrSxi2D1qjlcUF8UYYjPUCz0mKgIhpcEidqt8KIqHHtMjrUklFQQW3N1QjF\nGo0tq5qodGENtdGrRFWjCthVC0EoJTIfB2wfiIcDy3nQukHrOL098fEP71nvAzfPOprG0zrPtneK\ne21WuKajIJQshFSYTydOdw/cH468++FzmrZlKgurdYfUQvPihnJJ/CoxcXz9qNER3pASDEOiVsGF\nwMMj/OQPjqRc+PTNgZt9+4Xvxy/HohAzf/fv/oh3Xux49tU9wzjz0e+8pVJ48ryjbT3NleHhbiaN\nCVOF9b7FOcf6asWYCq/eJoZhII+JbuU4ni3BGJrGEyu4VcBSiFOm6TusExKVMhdiMhA63GqNEYdY\np5mOpagM9iI2qakiNpOHs3ZI9p0e8U3VMSF4DQepQC3kRU8jRiDnSH4cENFMQfXXa2ZErYn0cMK1\nDiuOHBPStxpCimIQRWuHWB5HimSsVI0tj1nj0YzGiZlVhzcq3qnHI8U1EDzuovcvpwPVgPWBPAz4\nviMeB+Iyc/fxgRJm3v70kc2147zAm9czhyEz5cJXPthzs13TrVtcs8XS6i7f67hABTmfqctCmSc9\nqdeiNKELFKlIztiSqYs2X+WYVCrsPOK1MatcFodC/cw/DK1KhjGemjOpLNo3uRTNoNxsFJe50J15\nipeQk55SlZLEWdSLfcnLEF04/p/2ziXG0u08y8+6/pd9r+o61dV9um2fc3y3g3GQFSErQyCZOMwy\nIgMkJiDBgIFRJpmCBAMkhAQiUkCITACRCRIXgTIiJESOY5P4fnxu3V1d1335b+vGYP3nuI/jI7dl\nOVUt9iuVate/t9Tf7n+vb6/1fe/3vozPyxhIgyeEIdcYyBLvw+BQlUGliNAWGTzJJUR0BBXwsSca\niZnniVchHNPjKa8cVoSmp6otMma/URcd0bf4VmVtTW2pF3OGqw2+d0zvzJjdXQAFqBJbK0K3xRQ2\nf/ZVticIwWcKNTp3iFLCFiCMoF4uqOqO5cLgI9zbrjDKPvd6vBVJoWkdrVCEynB1NbALArkqWa4s\n7brlyZMNm01H4xJ3P7RgUmg2Xaa8hlJx/mRLO0Senu8oZGKlSy6uGhYTy9GdCu8NzntiSqO5a4Am\n0u06imnF9GCFsVU2VokCygIlIF1vQY1bXCAOLc71DE867J0SYzUyRcKuZ7hcU969g5Iqy5kpkDp/\nC8bgoNvRX1xSHkyJbYcLCbOYoYIj9g2q1FlZevCgJWJsLwYRCXmkhrDe4Nsu60ZMLFIq3GabaxiV\nJbnx22zoSTGQhh7BltAOWRNBSqLv6ZuOGLO/o64LSq25umxouh1GSybzgrOLLf/z98957WMrPv3Z\nI8p6ysFqhdYlMQjKu0d5NqHPC0mo3NFIRry3cAUgYkBEQZIaKRRoScKQfNYd8M010tj8/54Eoe/z\ncWA6y14QEZIpQRaoEPLIs5UQHTF0UA7o8K5Yb5G3+C5mvQSyArYUWSEZCbEfkNYgZd6JyBiIqSM2\nG1ICd36B63dIJXC7BjfAozfOuf/RY6q5QWjD9ZNrrrc7Do5qjLK4waGVYne9w4eAraC5dggluf/a\nCWoyQXQ9aehA5i+mhKDveyT5aCRlyNTnoacyC/R8jtt2CCUJIRKvrxn6Aa8Np4/WqBjokZw8OMZq\nia0UplAMPrI5vcIYw+xwhpKS+bzIifU5cSuSgq0LJg8WrJ1HloohRZjWXHeB1AmqhWGTsvVa23pC\nEiTXMSkU61PHozeuOb1s8VZyfbZlsahYLWq8kPjzHnmZ6c67ncNUmtmyZmg62nVHbTSvfEwwmQwU\n0wItdJZdVwJqS+z6rCA9q4l9QJWW+mSRLcnHeXfXNlAoEi4LXQwDsfeIqkKoPIjUvHGJPZ6hK836\ne+d417MsBNdvnSOjpzqsCUkiSztOC2ZOf6YdqFxIKyxWk2cmAvmMbcYxZnJrLY5FRykFMUWGXYsw\nOgt+eMfufM127VjdXVEezFFKogrL0eEBL8ks39W3LfqtMz73OUXsJH6jOHrlLuWdu7l2QB6QEkEQ\nrUIOo/6ALbJQiU8jFyKrCsmyQNoyF0NT9ldA5cErMz98T4MxFzb7XFPZAaYEY7O+SIzE9Sg+WlhE\nGrUWh1H4xPXvHUOEz6xU4SLKFoQUUVrk9qLvickjjc6q20PH7s03uXh0xp3X7mHnBtkXeD9gsHjd\nYFaS4kATO8c733iL3/3qY75/tuYv/9wJX/j5l5ksqvF4Zhhc7m7YowKpLd1mhxkGjBa5uCoLynmV\nJdxcQkoIIbC56jh965zl8QxdCEz0iEJhCot7coVHsGkc/W7Hrh2YTgzn72yZLiZoIzFGZ4kBlSiF\npWsbZDOAKVAq+5U8L25FUkgp8ei7ZzgfuPNSTeciKQpigPv3pkgCwQQuzhtOX79gsiy5d1TRiWxv\nbozk4cMpb7y15c69BbHrsTpQV4rJ3NB3HmkUhYTtVUfvIt3Q45pAM5XEt66ge8JyXnC0XLA8yt4J\nedwyU519KZAzC2TfBkWW50pEpIKw7QmtyroCPnMSmNbgPX7bYY9XmPmEmBL1/aNMC44Bs5iOjk0O\n10eshqQTwkc8gX7Xo+oqFza1xhb5bJhCIFs7SaTRxN2O0AwMridJQVnX6GmVVZVHo92gBeWyZvlw\njp0vid4R+x6izOy8NuV6ShQcHi344kmWEZdRYAaH2G1JJoCwxNBlReHpdKxlaDAy22TokqQNyeYk\nIFJ2+ia5nBhiLo3S9/m60ajgSUMghJiPQlLmzoAfsvCND6QyqyITHH5zgVCCpDM7U6iSJC1p6Ilt\ni17McnfJu1xAJNcSRKHzcNmwy2SyfgexwVSKsGs4+15LvSwI7TUhBvo44FrHsN3QrR1vnV/zzuUW\noRLn5xvOnpwTdonVUU1hcjtVjW7ifoDHb15QzwSFlUwPV5TLOdJasAUWnbkpwTMpKx7cPQSfE3Pb\ntDAEhu2Gq+sNuwbqhaFYlBxWGlEoXj2YsT7vqMqKNFNoA0opLs8uQSsm0yqzLRFU9gU7PjgXWLcD\nSSu+9vUnzJcFwQeMKencwOlb12yuO+4/XHJwf0Zynm7Xsbo7pawLLp5s6S88n/v5l9FC0m87bCmp\nTJbCtkajlWQyVRwdToiDo5gucT7w9PGGs6drykIRW0hyg11ZlJTgEjEk4uAxbkBVBaGDsizwgvzh\nUgppDHJh3uvHq5RrBSImooekNGpaEwOgc2eApqFvBsxymUViuh12Nc2eDsHhY0McenRpiSkRmg5V\nFgiTFYoAUvKIfkC0PUFIZJVrJcZoUIr+eotvBkxdYwsLKWCiQnSefnPBoz95zPy1I5avvISRBoLA\nb7doEmlQ+KbDR4fWBcU9Tbg8xxNwrUMEDapmcs/lwaWqgoGsjmxzp0XERNK59fuuXH8KKbcWRUIO\njlQWCOcI1uZ5iWDzvAMgfa49RCmhrHKSDgmMQtu7md05di5yJ1MibZlrQlJn8RKRCELkwq/r82DV\n0OGuLyB5lBYUyxnV3WOEVBQLSDhSq1ifX6BVyWKl2V3u2F41BKH44s+9xN3jmuZiIEXJ08sNfWxZ\nrSbMDufY2QSBwg09Dz+euzHSVqQQWD/Z0HWe2aoe5eMyL0EKjTUG5zuGrkOR6Hc9F6dXNH2iWs6x\npqDbNLzz+BphDQ8+dMR0WtP3LQiHMIoUQfZbtuvIbrPlzv0jCqP5CYSXbkdSUEryyifvcfp4Tbvr\nWR4t6Nq88P0Ax8cV9+5XCC+oNCxOltkKvA9crHtiFBwdVxxMJwzrLWZqcdHjU+LytGE7CFYHE1b3\nJjQ7h+sitUgYLRg6z3wimK9KgpNsd46rszXVpMyUZ5e19VLwsGlZX/acfOoBZV1mNd3B49oWWVUU\nWhOGLAKL90SZ8EOmReMHwhBQWCJ5Hl5ObKY5u5gzuhvw2w1BCFIfkJM6C3MiEKVAj9yK5Dyh63B9\nm5mA3mW58JQQUuNHmS8hJaqy6Cp/wypVYk4WWQMwDkyGvOj9LiIXRXbImhdYrbHRk/oGLxIq5cWo\njpfsvvGYi+9vOP4LdynvLIBI2m2B7JaUokTW0yxNJvN4dRSQdaoF7yquRyJUOs8OpIToPRQmF3Ml\nyJHXISfVuMtICOdRw0B7cYU+WGYZfx8z21NnCmJWS4p5IlPrfMRygdA0JEMWQAmR4AN9u0OPLU6d\nBorJHD03I2XeUy4ij75zhikgeIWYTPjM/ZIYPLY0+EPYXGxRSvHt19d8tq6ZewEhIgUYIRhcPnLm\n40uk2+14fLpj27QYmagnBX7bMbQtRW1J1qCI+L7D+UAxm3D/0ydEN+D7nqvkeOOdhlc+fogUoIuI\n0grXDzRRoZVAVpbvfOcR3+0in1GKEzlQvWiFRq0laQhYY6hnBa6LTKuCiZZMa0tdVrjtgEiwOsx9\n9ov1QDkv+Mird9Aq0qw9m3WDc5HmsuPyvKGsc5vuchvBFEw6Bz6hrGSzHYjR44XCKks9nWCsJrR5\nPkFrgy0EUibsnQVCBJrLhipmRZ84uKzZpwS70w2i77OsvM+z9TJGpNSIWtG/fYksLaowNG+vaa5b\nCpuYHy/xXcjbbh8hDMQYSEmip1PKypJcInQ9ylqGZkeKKbs7i4DvunE4SOYPxrYhhoApNLrIA1na\napRMqMIiyglKWfqLNZdvP2G33TA5XpKMIiWVfRp1Vq6SPpCUQcWsCSBKSypLFp+ombz6cBSJGfUy\nF1V2bpImt/6SzwsjqaxH8C73ROdpRyUVImW9AxFC9pGUKtOSIbcDlcq1FfLZX6SEFIYgIzHKXKjU\nY9tYREQXETaS+pa42yJsrkdkmzcPsUd6RZCR4LIfRYqKrolE11AMoFM2fenWWxCRICOL+3NwHZeP\nLnnnzSvaI0spJId3l5jSMl1oimLCwUuWelKCj7TrDX4IJCLTScXQ5M/jwct3WJwskZMiz+GEBM7h\n3YCpCryPtM0WBSgtkMZSLybstj3rp2ecPW1xyfPm6Y51m7g+HXjw8ox6ms1p+nWPqCRbI1GffAme\nXvOH33qDT8wVL00mz78efzbL/CeDHwL9rqO/7plIRZkSlUrZI6D3XG9DFq30AbeL2FLw4MMrlvMC\nXKJvBqqp4Y3X15yfNbStx9jI5S5kc9IgcFWPEDPKmaIqDd5ZmquG6UTRdoqrC898KigrhbYKVWp8\n6yisRhd5QMdMJHouEEIwNC1CSlw3sNs0xKHj4ukl/RBAmWzIKhNXTzaYSvLSvTntduB7f/oUVShO\nTiZ8780L1leOw5OKWVUyv7NAGUN33aOaDb5zCJnyWPZYQkjjdF9RGpSVo/QcKKuRRmEqiy2LrAyc\nsgT9sN5Szaaw7TDLBYGBGBMxKugS/nKL1VXWMmwcQml8jLhuwNRTgh0VljFgFboYBUdShLEzkgcO\nxwXMD3r82bxkXO2DyEeIcbqRrkNJSEIgUxYzYdReEOR/IxOTRZaXSwKspTw5yGQxSXaQ2rVZQ9I6\ndKlJlSXIhJLZAOZdzQmlDFoXyGkFFqZFzOf7wZOMImx3XD5+THCRZtejC42PCde2rNcbLnc9ygYO\n5prLsws6r5kuKhazivkyezx2TQdesLvquL5sODwBbQ31fE50gevTLdEYZtNpblkbi7YaERy+bamK\nitAHuiFgJ4bLxxdcPtlkPVGZ0LbkE5+8y+pgSqUV693A47d7ep/4zBceILTijTee8qdvX/P9R+fg\nI8XdGZ4XjLwUYmSz69AmslrVeJ9ISWFsli3vh0BZWapacHxcUhmLRZKGTBRUdcH6asfl6ZZ6lZVz\nLi9aiior22aRTcfmacMOxfxQEZzj7DRbyt15eUZZWqyMWBMpSkvXD7ghj1qHkAhSg8qiGPjMUhRK\noZRg+fAIFwLb64ZNu6FrWiJw+mTNO08umdYV509bJkcVcmmpJ4IgEsXBlAcnBSKCNjA7WiJDYDqr\nQQhc19Fcb1FSYiYaXVhC70gJ7MSiBLhNS9+PatIhUKgKP269g4uk5PCtw6WInRT4s4EkNbOHS5b6\nThYulRNiUULbI9NYLFQKW1dZRdoHsKNBKnl6L8aUyVV5+SMBostsyXeZqVJl5eSY8nEmxdwa9Nmc\nlhQQSIT3iCSIMk85IkdyUcpsV8LoyRCyY1LotiST50qESKRCQzZZInQNqR8I3hOFwvdD7u0Hj2iB\nQufCcdNm57DVFN97dhcb+t0GWyYsEVEk+mbLdtexaSIhJS4vHdNa0fZw+rTDBfj4zKBE1ot4+80N\nLsC9l1dQR2LnGaKgqCYgxai2DJNZgd80xCQoDlaZsdmu0WVF6iObtuXqMqLOG7a7HR/+9AOuLlrU\n4JFaU5YTlgdTylLlQS6RzW+Nlcii5BOvFLx0OGX9iTu8ve1pz9pRSer5cCuSQgyRs+9fYQvYPGmw\nE0tKidAPaCU4OVlw725FUWiCz9N/SWs6EldPO54+2nF5taOYCMoomR7NqGuNshItNGIF89owsYkk\nA0MfWV/n2YBUStaXAX0U6a1gc9pgpoHtZc/0zgT/NFLsPF3v6Nct02lBUWaJuJRAekG1qpnMSoyK\n1LXGuZBl6kms7szIdqmJ0CcWRlGGRHfWcvJaxXI1oV5lmXV6RwghS8EJRegHTKFICNLO0TX5W08I\ncG0+P/ZdnxekSPjeZ15D7wkxUhQ1QiqkVQgjsu5kafB9x/adHl1qvJOU04rpvbvouiKisqxY9MQw\nIGo1umRLUgy5v+8HIMvrE8nf/mRnqzT4POdgTdZNHKXlZGKseWQtyOTD6NQs8c6j6nLcYeREkbcS\naWQXBsKuzYbOEkSKhKvTXDyUkigSftdRHCzykU4k1LxElFPseJwLIaL8ADKSokJMDdJYYoQQA9Vy\nSjk32Fq/JxLru56D4Ni1kX6AsthQV5LJVHJwkHczKmp8FLl2ZBWvfvwhbuu4/v4Fy6ND7hwvCL1j\nd7XBFppyksVafDfgXSAFibSQ/ICql5i5YjWZs/iQgeiJMaBMweQw0W52+YvJ2pygvc88ByVBBIao\neLztSWGg7zxWJT62KlgjWHc/AzXnnyWMlnz8kwdYm2f/t1c9beNYHNUcLguMUKQ2YipBUSWurnqa\nvqPpImeXHYN36NJQlApRWqYHFdWsYLdx2dglJVwSdD4yn9cUtWY1j4TB04ZECgkVIyIIrFE0V1uS\nF5QqsbtqOH38lCenDXZasOxq5sua7eMtzjuKqWHZ1EwrmzsNCWxpKeuKh8ceVRqGZsBMK5JQSJlH\nlpuLHbKJDKljMokklxjaLKKSlZcT0QWSEXkysfK012vQkJynbz2Ni4QQqKusB3F91aC7gaosKafZ\nilwIia0sCkF/vWO3ySSuq/OWPvTs1on5oubYJw4fnmRNQSHwYlRqGklHYpyXiKS8dRciezKMpCgQ\nefRZSoTUxJTwMeSF3Ic86ZfIC9RnZp4cZQu0yc5MpJBbrUKM5COZjygpU5qFFPj1BlkqlNVopUkk\npI8MzhGjRzF2GnwuVooUiSGgpMrM6aLAVAYtyIzR6Imuz2SoVtM86jSoAAAETUlEQVRs28yA9IGm\nC+iiYLLUzEzB8asvY22VLQW9I3Y7zh9v+O6310yXlrv3Doku0LQNJ689ZH44hcGjTYEpLISeYejR\nxlAfTum3He12i3AC1wVkaJkcLJBFibajSE/vM/V/UlMlgR+NafJpKxBjYBjg8dWWx/3A608bzi8v\nePTWGatK8dmPvcRRrfnmm39GO/kDcSuUl4QQT4EdcHbTsfwUuMOLHT+8+O/hRY8ffrbv4UMppR+r\ntnIrkgKAEOIPnkcq6rbiRY8fXvz38KLHD7fjPTy/Fe0ee+zx/wX2SWGPPfZ4H25TUvgXNx3AT4kX\nPX548d/Dix4/3IL3cGtqCnvsscftwG3aKeyxxx63ADeeFIQQf00I8Q0hxLeFEF++6XieF0KI14UQ\nfyyE+IoQ4g/GawdCiP8qhPjW+Ht103E+CyHEbwohToUQX3vm2o+MWWT80/G+fFUI8fmbi/y9WH9U\n/L8hhHh7vA9fEUL88jPP/YMx/m8IIf7qzUT9AwghHggh/ocQ4v8KIb4uhPi74/XbdQ/SaIJxEz9k\nbd7vAK8AFvgj4FM3GdNPEPvrwJ0fuvaPgC+Pj78M/MObjvOH4vtF4PPA135czGQ/0P9MJu79AvB7\ntzT+3wD+/o947afGz1MBfGT8nKkbjv8E+Pz4eAZ8c4zzVt2Dm94pfAH4dkrpuymlAfht4Es3HNNP\ngy8BvzU+/i3gV24wlj+DlNLvAhc/dPmDYv4S8K9Txv8ClkKIkz+fSH80PiD+D8KXgN9OKfUppe+R\nDY+/8DML7jmQUnqUUvrD8fEG+BPgPrfsHtx0UrgPvPnM32+N114EJOC/CCH+jxDib43XjlNKj8bH\nj4HjmwntJ8IHxfwi3Zu/M26vf/OZI9utjl8I8WHgLwK/xy27BzedFF5kfDGl9Hngl4C/LYT4xWef\nTHn/90K1dl7EmIF/DrwKfA54BPzjmw3nx0MIMQX+PfD3UkrrZ5+7DffgppPC28CDZ/5+ebx265FS\nenv8fQr8R/LW9Mm727vx9+nNRfjc+KCYX4h7k1J6klIKKYs7/Et+cES4lfELIQw5IfzblNJ/GC/f\nqntw00nh94GPCiE+IoSwwK8Cv3PDMf1YCCEmQojZu4+BvwJ8jRz7r40v+zXgP91MhD8RPijm3wH+\nxlgB/wXg+pkt7q3BD52x/zr5PkCO/1eFEIUQ4iPAR4H//ecd37MQ2cDyXwF/klL6J888dbvuwU1W\nY5+psH6TXB3+9ZuO5zljfoVc2f4j4Ovvxg0cAv8d+Bbw34CDm471h+L+d+QttiOfT//mB8VMrnj/\ns/G+/DHwl25p/P9mjO+r5EV08szrf32M/xvAL92C+L9IPhp8FfjK+PPLt+0e7BmNe+yxx/tw08eH\nPfbY45ZhnxT22GOP92GfFPbYY4/3YZ8U9thjj/dhnxT22GOP92GfFPbYY4/3YZ8U9thjj/dhnxT2\n2GOP9+H/AY8VZXuJqTJ/AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j3hq6j7dA_xn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#TODO: show your perturbed image"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}